# Importing libraries
import pandas as pd
import plotly.express as px
import seaborn as sns
import matplotlib.pyplot as plt
import optuna
from sklearn.model_selection import train_test_split, GridSearchCV
from sklearn.linear_model import Lasso, Ridge
from sklearn.neural_network import MLPRegressor
from sklearn.metrics import mean_squared_error
import numpy as np
import warnings
warnings.filterwarnings('ignore')
# Loading the dataset from a CSV file named "sales.csv" into a pandas DataFrame
df = pd.read_csv("Dataset_1.csv")
# Using df.head() to display the first 5 rows of the DataFrame
df.head()
| Invoice ID | Branch | City | Customer type | Gender | Product line | Unit price | Quantity | Tax 5% | Total | Date | Time | Payment | cogs | gross margin percentage | gross income | Rating | Review | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 750-67-8428 | A | Yangon | Member | Female | Health and beauty | 74.69 | 7 | 26.1415 | 548.9715 | 1/5/2019 | 13:08 | Ewallet | 522.83 | 4.761905 | 26.1415 | 9.1 | Excellent |
| 1 | 226-31-3081 | C | Naypyitaw | Normal | Female | Electronic accessories | 15.28 | 5 | 3.8200 | 80.2200 | 3/8/2019 | 10:29 | Cash | 76.40 | 4.761905 | 3.8200 | 9.6 | Excellent |
| 2 | 631-41-3108 | A | Yangon | Normal | Male | Home and lifestyle | 46.33 | 7 | 16.2155 | 340.5255 | 3/3/2019 | 13:23 | Credit card | 324.31 | 4.761905 | 16.2155 | 7.4 | Good |
| 3 | 123-19-1176 | A | Yangon | Member | Male | Health and beauty | 58.22 | 8 | 23.2880 | 489.0480 | 1/27/2019 | 20:33 | Ewallet | 465.76 | 4.761905 | 23.2880 | 8.4 | Good |
| 4 | 373-73-7910 | A | Yangon | Normal | Male | Sports and travel | 86.31 | 7 | 30.2085 | 634.3785 | 2/8/2019 | 10:37 | Ewallet | 604.17 | 4.761905 | 30.2085 | 5.3 | Average |
from textblob import TextBlob
# Assuming your DataFrame is named df, and the "Review" column contains the reviews
reviews = df['Review']
# Create a new column 'Sentiment' to store the sentiment polarity
df['Sentiment'] = reviews.apply(lambda x: TextBlob(str(x)).sentiment.polarity)
# Display the updated DataFrame with the sentiment column
print(df[['Review', 'Sentiment']])
Review Sentiment 0 Excellent 1.00 1 Excellent 1.00 2 Good 0.70 3 Good 0.70 4 Average -0.15 .. ... ... 995 Average -0.15 996 Poor -0.40 997 Good 0.70 998 Poor -0.40 999 Average -0.15 [1000 rows x 2 columns]
df
| Invoice ID | Branch | City | Customer type | Gender | Product line | Unit price | Quantity | Tax 5% | Total | Date | Time | Payment | cogs | gross margin percentage | gross income | Rating | Review | Sentiment | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 750-67-8428 | A | Yangon | Member | Female | Health and beauty | 74.69 | 7 | 26.1415 | 548.9715 | 1/5/2019 | 13:08 | Ewallet | 522.83 | 4.761905 | 26.1415 | 9.1 | Excellent | 1.00 |
| 1 | 226-31-3081 | C | Naypyitaw | Normal | Female | Electronic accessories | 15.28 | 5 | 3.8200 | 80.2200 | 3/8/2019 | 10:29 | Cash | 76.40 | 4.761905 | 3.8200 | 9.6 | Excellent | 1.00 |
| 2 | 631-41-3108 | A | Yangon | Normal | Male | Home and lifestyle | 46.33 | 7 | 16.2155 | 340.5255 | 3/3/2019 | 13:23 | Credit card | 324.31 | 4.761905 | 16.2155 | 7.4 | Good | 0.70 |
| 3 | 123-19-1176 | A | Yangon | Member | Male | Health and beauty | 58.22 | 8 | 23.2880 | 489.0480 | 1/27/2019 | 20:33 | Ewallet | 465.76 | 4.761905 | 23.2880 | 8.4 | Good | 0.70 |
| 4 | 373-73-7910 | A | Yangon | Normal | Male | Sports and travel | 86.31 | 7 | 30.2085 | 634.3785 | 2/8/2019 | 10:37 | Ewallet | 604.17 | 4.761905 | 30.2085 | 5.3 | Average | -0.15 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 995 | 233-67-5758 | C | Naypyitaw | Normal | Male | Health and beauty | 40.35 | 1 | 2.0175 | 42.3675 | 1/29/2019 | 13:46 | Ewallet | 40.35 | 4.761905 | 2.0175 | 6.2 | Average | -0.15 |
| 996 | 303-96-2227 | B | Mandalay | Normal | Female | Home and lifestyle | 97.38 | 10 | 48.6900 | 1022.4900 | 3/2/2019 | 17:16 | Ewallet | 973.80 | 4.761905 | 48.6900 | 4.4 | Poor | -0.40 |
| 997 | 727-02-1313 | A | Yangon | Member | Male | Food and beverages | 31.84 | 1 | 1.5920 | 33.4320 | 2/9/2019 | 13:22 | Cash | 31.84 | 4.761905 | 1.5920 | 7.7 | Good | 0.70 |
| 998 | 347-56-2442 | A | Yangon | Normal | Male | Home and lifestyle | 65.82 | 1 | 3.2910 | 69.1110 | 2/22/2019 | 15:33 | Cash | 65.82 | 4.761905 | 3.2910 | 4.1 | Poor | -0.40 |
| 999 | 849-09-3807 | A | Yangon | Member | Female | Fashion accessories | 88.34 | 7 | 30.9190 | 649.2990 | 2/18/2019 | 13:28 | Cash | 618.38 | 4.761905 | 30.9190 | 6.6 | Average | -0.15 |
1000 rows × 19 columns
# Printing information about the dataset
print("Dataset Information:")
# Using df.info() to display basic information about the DataFrame
# This includes the data types, non-null counts, and memory usage
# It's useful for understanding the dataset's structure and identifying missing values
print(df.info())
Dataset Information: <class 'pandas.core.frame.DataFrame'> RangeIndex: 1000 entries, 0 to 999 Data columns (total 19 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 Invoice ID 1000 non-null object 1 Branch 1000 non-null object 2 City 1000 non-null object 3 Customer type 1000 non-null object 4 Gender 1000 non-null object 5 Product line 1000 non-null object 6 Unit price 1000 non-null float64 7 Quantity 1000 non-null int64 8 Tax 5% 1000 non-null float64 9 Total 1000 non-null float64 10 Date 1000 non-null object 11 Time 1000 non-null object 12 Payment 1000 non-null object 13 cogs 1000 non-null float64 14 gross margin percentage 1000 non-null float64 15 gross income 1000 non-null float64 16 Rating 1000 non-null float64 17 Review 1000 non-null object 18 Sentiment 1000 non-null float64 dtypes: float64(8), int64(1), object(10) memory usage: 148.6+ KB None
# Generating summary statistics for numerical columns in the DataFrame using describe()
# Extracting the column names from the resulting DataFrame to provide an overview of available numerical features
df.describe().columns
Index(['Unit price', 'Quantity', 'Tax 5%', 'Total', 'cogs',
'gross margin percentage', 'gross income', 'Rating', 'Sentiment'],
dtype='object')
# Displaying missing values count for each column
print("\nMissing Values:")
print(df.isnull().sum())
# Creating a heatmap using Plotly
fig = px.imshow(df.isnull(),
labels=dict(color="Missing Values"),
color_continuous_scale='viridis',
title='Missing Values Heatmap')
# Updating layout for better display
fig.update_layout(width=800, height=500, coloraxis_showscale=False)
# Showing the interactive plot
fig.show()
Missing Values: Invoice ID 0 Branch 0 City 0 Customer type 0 Gender 0 Product line 0 Unit price 0 Quantity 0 Tax 5% 0 Total 0 Date 0 Time 0 Payment 0 cogs 0 gross margin percentage 0 gross income 0 Rating 0 Review 0 Sentiment 0 dtype: int64
# Displaying unique values count for each categorical column
print("\nUnique Values in Categorical Columns:")
for col in df.select_dtypes(include='object').columns:
print(f"{col}: {df[col].nunique()} unique values")
Unique Values in Categorical Columns: Invoice ID: 1000 unique values Branch: 3 unique values City: 3 unique values Customer type: 2 unique values Gender: 2 unique values Product line: 6 unique values Date: 89 unique values Time: 506 unique values Payment: 3 unique values Review: 4 unique values
# Count the occurrences of each unique value in the 'City' column and display the result
city_counts = df['City'].value_counts()
# Visualizing City-wise Sales Distribution
city_counts = df['City'].value_counts()
fig_city = px.bar(x=city_counts.index, y=city_counts.values, text=city_counts.values,
labels={'x': 'City', 'y': 'Count'},
title='City-wise Sales Distribution')
fig_city.update_traces(texttemplate='%{text}', textposition='outside')
fig_city.show()
# Count the occurrences of each unique value in the 'Customer type' column and display the result
df['Customer type'].value_counts()
Member 501 Normal 499 Name: Customer type, dtype: int64
# Visualizing Customer Type Distribution
customer_type_counts = df['Customer type'].value_counts()
fig_customer_type = px.pie(customer_type_counts, names=customer_type_counts.index,
title='Customer Type Distribution')
fig_customer_type.show()
# Count the occurrences of each unique value in the 'Product line' column and display the result
df['Product line'].value_counts()
Fashion accessories 178 Food and beverages 174 Electronic accessories 170 Sports and travel 166 Home and lifestyle 160 Health and beauty 152 Name: Product line, dtype: int64
# Visualizing Product Line-wise Sales Distribution
product_line_counts = df['Product line'].value_counts()
fig_product_line = px.bar(x=product_line_counts.index, y=product_line_counts.values, text=product_line_counts.values,
labels={'x': 'Product Line', 'y': 'Count'},
title='Product Line-wise Sales Distribution')
fig_product_line.update_traces(texttemplate='%{text}', textposition='outside')
fig_product_line.show()
# Count the occurrences of each unique value in the 'Gender' column and display the result
df['Gender'].value_counts()
Female 501 Male 499 Name: Gender, dtype: int64
# Visualizing Gender Distribution
gender_counts = df['Gender'].value_counts()
fig_gender = px.pie(gender_counts, names=gender_counts.index, title='Gender Distribution')
fig_gender.show()
# Count the occurrences of each unique value in the 'Branch' column and display the result
df['Branch'].value_counts()
A 340 B 332 C 328 Name: Branch, dtype: int64
# Visualizing Branch-wise Sales Distribution
branch_counts = df['Branch'].value_counts()
fig_branch = px.bar(x=branch_counts.index, y=branch_counts.values, text=branch_counts.values,
labels={'x': 'Branch', 'y': 'Count'},
title='Branch-wise Sales Distribution')
fig_branch.update_traces(texttemplate='%{text}', textposition='outside')
fig_branch.show()
# Drop irrelevant columns
df = df.drop(["Invoice ID", "Date", "Time","Review"], axis=1)
# Impute numerical features with mean and categorical features with mode
df.fillna(df.mean(numeric_only=True), inplace=True)
df.fillna(df.mode().iloc[0], inplace=True)
# Convert categorical variables to numerical using label encoding
from sklearn.preprocessing import LabelEncoder
label_encoder = LabelEncoder()
df['City'] = label_encoder.fit_transform(df['City'])
df['Customer type'] = label_encoder.fit_transform(df['Customer type'])
df['Gender'] = label_encoder.fit_transform(df['Gender'])
df['Branch'] = label_encoder.fit_transform(df['Branch'])
df['Product line'] = label_encoder.fit_transform(df['Product line'])
df['Payment'] = label_encoder.fit_transform(df['Payment'])
# Display the preprocessed data
print("Preprocessed Data Preview:")
df.head()
Preprocessed Data Preview:
| Branch | City | Customer type | Gender | Product line | Unit price | Quantity | Tax 5% | Total | Payment | cogs | gross margin percentage | gross income | Rating | Sentiment | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 2 | 0 | 0 | 3 | 74.69 | 7 | 26.1415 | 548.9715 | 2 | 522.83 | 4.761905 | 26.1415 | 9.1 | 1.00 |
| 1 | 2 | 1 | 1 | 0 | 0 | 15.28 | 5 | 3.8200 | 80.2200 | 0 | 76.40 | 4.761905 | 3.8200 | 9.6 | 1.00 |
| 2 | 0 | 2 | 1 | 1 | 4 | 46.33 | 7 | 16.2155 | 340.5255 | 1 | 324.31 | 4.761905 | 16.2155 | 7.4 | 0.70 |
| 3 | 0 | 2 | 0 | 1 | 3 | 58.22 | 8 | 23.2880 | 489.0480 | 2 | 465.76 | 4.761905 | 23.2880 | 8.4 | 0.70 |
| 4 | 0 | 2 | 1 | 1 | 5 | 86.31 | 7 | 30.2085 | 634.3785 | 2 | 604.17 | 4.761905 | 30.2085 | 5.3 | -0.15 |
# Scatter plot between "Unit price" and "Total" using Plotly
scatter_plot = px.scatter(df, x="Unit price", y="Total", title="Scatter Plot: Unit Price vs. Total Sales",
labels={"Unit price": "Unit Price", "Total": "Total Sales"})
scatter_plot.show()
# Scatter plot between "Quantity" and "Total" using Plotly
scatter_plot = px.scatter(df, x="Quantity", y="Total", title="Scatter Plot: Quantity vs. Total Sales",
labels={"Quantity": "Quantity", "Total": "Total Sales"})
scatter_plot.show()
# Specify the numerical columns for outlier detection
numerical_columns = df.select_dtypes(include=['float64']).columns
# Function to detect and handle outliers using IQR
def handle_outliers(dataframe, columns):
for column in columns:
# Calculate the IQR (Interquartile Range)
Q1 = dataframe[column].quantile(0.25)
Q3 = dataframe[column].quantile(0.75)
IQR = Q3 - Q1
# Define the upper and lower bounds
lower_bound = Q1 - 1.5 * IQR
upper_bound = Q3 + 1.5 * IQR
# Identify and handle outliers by capping them at the bounds
dataframe[column] = dataframe[column].apply(lambda x: lower_bound if x < lower_bound else (upper_bound if x > upper_bound else x))
# Apply outlier detection and handling
handle_outliers(df, numerical_columns)
# Visualizing the distribution of numerical variables using a pair plot
# The seaborn library's pairplot is used to create scatterplots for numerical variables
sns.pairplot(df[['Unit price', 'Quantity', 'Tax 5%', 'Rating', 'Total']])
plt.show()
df.corr()
| Branch | City | Customer type | Gender | Product line | Unit price | Quantity | Tax 5% | Total | Payment | cogs | gross margin percentage | gross income | Rating | Sentiment | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Branch | 1.000000 | -0.507401 | -0.019608 | -0.056318 | -0.053938 | 0.028202 | 0.015964 | 0.040518 | 0.040518 | -0.050104 | 0.040518 | NaN | 0.040518 | 0.010238 | 0.000807 |
| City | -0.507401 | 1.000000 | 0.004899 | 0.012219 | 0.008811 | -0.013763 | -0.002121 | -0.012773 | -0.012773 | 0.019094 | -0.012773 | NaN | -0.012773 | 0.049585 | 0.063307 |
| Customer type | -0.019608 | 0.004899 | 1.000000 | 0.039996 | -0.036800 | -0.020238 | -0.016763 | -0.019903 | -0.019903 | 0.018073 | -0.019903 | NaN | -0.019903 | 0.018889 | 0.011484 |
| Gender | -0.056318 | 0.012219 | 0.039996 | 1.000000 | 0.005193 | 0.015445 | -0.074258 | -0.049195 | -0.049195 | 0.044578 | -0.049195 | NaN | -0.049195 | 0.004800 | -0.014793 |
| Product line | -0.053938 | 0.008811 | -0.036800 | 0.005193 | 1.000000 | 0.019321 | 0.020256 | 0.031760 | 0.031760 | 0.029896 | 0.031760 | NaN | 0.031760 | -0.020529 | -0.014339 |
| Unit price | 0.028202 | -0.013763 | -0.020238 | 0.015445 | 0.019321 | 1.000000 | 0.010778 | 0.634170 | 0.634170 | -0.015941 | 0.634170 | NaN | 0.634170 | -0.008778 | -0.008579 |
| Quantity | 0.015964 | -0.002121 | -0.016763 | -0.074258 | 0.020256 | 0.010778 | 1.000000 | 0.706024 | 0.706024 | -0.003921 | 0.706024 | NaN | 0.706024 | -0.015815 | -0.000016 |
| Tax 5% | 0.040518 | -0.012773 | -0.019903 | -0.049195 | 0.031760 | 0.634170 | 0.706024 | 1.000000 | 1.000000 | -0.012882 | 1.000000 | NaN | 1.000000 | -0.036213 | -0.023561 |
| Total | 0.040518 | -0.012773 | -0.019903 | -0.049195 | 0.031760 | 0.634170 | 0.706024 | 1.000000 | 1.000000 | -0.012882 | 1.000000 | NaN | 1.000000 | -0.036213 | -0.023561 |
| Payment | -0.050104 | 0.019094 | 0.018073 | 0.044578 | 0.029896 | -0.015941 | -0.003921 | -0.012882 | -0.012882 | 1.000000 | -0.012882 | NaN | -0.012882 | -0.005381 | -0.006804 |
| cogs | 0.040518 | -0.012773 | -0.019903 | -0.049195 | 0.031760 | 0.634170 | 0.706024 | 1.000000 | 1.000000 | -0.012882 | 1.000000 | NaN | 1.000000 | -0.036213 | -0.023561 |
| gross margin percentage | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| gross income | 0.040518 | -0.012773 | -0.019903 | -0.049195 | 0.031760 | 0.634170 | 0.706024 | 1.000000 | 1.000000 | -0.012882 | 1.000000 | NaN | 1.000000 | -0.036213 | -0.023561 |
| Rating | 0.010238 | 0.049585 | 0.018889 | 0.004800 | -0.020529 | -0.008778 | -0.015815 | -0.036213 | -0.036213 | -0.005381 | -0.036213 | NaN | -0.036213 | 1.000000 | 0.935378 |
| Sentiment | 0.000807 | 0.063307 | 0.011484 | -0.014793 | -0.014339 | -0.008579 | -0.000016 | -0.023561 | -0.023561 | -0.006804 | -0.023561 | NaN | -0.023561 | 0.935378 | 1.000000 |
# Visualizing the correlation matrix using a heatmap
# The seaborn library's heatmap is used with correlation values annotated
correlation_matrix = df.corr()
# Set the size of the plot
plt.figure(figsize=(15, 12)) # Adjust the values as needed
# Create the heatmap with annotated correlation values
sns.heatmap(correlation_matrix, annot=True, cmap="coolwarm")
# Display the plot
plt.show()
# Visualizing sales distribution by product line using a boxplot
plt.figure(figsize=(12, 6))
sns.boxplot(x="Product line", y="Total", data=df)
plt.title("Sales Distribution by Product Line")
plt.show()
# Distribution of Numerical Features
fig_dist_numerical = px.histogram(df, x="Unit price", title="Distribution of Unit Price")
fig_dist_numerical.update_layout(bargap=0.1)
fig_dist_numerical.update_xaxes(title_text="Unit Price")
fig_dist_numerical.update_yaxes(title_text="Count")
fig_dist_numerical.show()
# Correlation Analysis - Scatter Matrix
fig_scatter_matrix = px.scatter_matrix(df, dimensions=["Unit price", "Quantity", "Tax 5%", "Rating", "Total"],
title="Scatter Matrix of Numerical Features")
# Manually set diagonal_visible to False for each subplot
for i in range(len(fig_scatter_matrix.data)):
fig_scatter_matrix.update_traces(diagonal_visible=False, selector=dict(type='scatter', row=i, col=i))
fig_scatter_matrix.show()
from sklearn.model_selection import train_test_split, GridSearchCV
from sklearn.linear_model import Lasso, Ridge
from sklearn.metrics import mean_squared_error, mean_absolute_error
import numpy as np
import time
# Define features (X) and target variable (y)
# Hybrid the models with Sentimental analysis column
X = df.drop("Total", axis=1)
X['Sentiment'] = df['Sentiment']
y = df["Total"]
# Train-test split
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)
# Modeling - Lasso Regression
lasso_model = Lasso()
lasso_params = {'alpha': [0.001, 0.01, 0.1, 1, 10, 100]}
lasso_grid = GridSearchCV(lasso_model, lasso_params, cv=5)
# Training time for Lasso Regression
start_time = time.time()
lasso_grid.fit(X_train, y_train)
lasso_best = lasso_grid.best_estimator_
lasso_training_time = time.time() - start_time
# Testing time for Lasso Regression
start_time = time.time()
lasso_pred = lasso_best.predict(X_test)
lasso_testing_time = time.time() - start_time
# Modeling - Ridge Regression
ridge_model = Ridge()
ridge_params = {'alpha': [0.001, 0.01, 0.1, 1, 10, 100]}
ridge_grid = GridSearchCV(ridge_model, ridge_params, cv=5)
# Training time for Ridge Regression
start_time = time.time()
ridge_grid.fit(X_train, y_train)
ridge_best = ridge_grid.best_estimator_
ridge_training_time = time.time() - start_time
# Testing time for Ridge Regression
start_time = time.time()
ridge_pred = ridge_best.predict(X_test)
ridge_testing_time = time.time() - start_time
# Evaluate models
lasso_rmse = np.sqrt(mean_squared_error(y_test, lasso_pred))
ridge_rmse = np.sqrt(mean_squared_error(y_test, ridge_pred))
lasso_mae = mean_absolute_error(y_test, lasso_pred)
ridge_mae = mean_absolute_error(y_test, ridge_pred)
print(f"Lasso Regression RMSE: {lasso_rmse}")
print(f"Lasso Regression MAE: {lasso_mae}")
print(f"Lasso Regression Training Time: {lasso_training_time} seconds")
print(f"Lasso Regression Testing Time: {lasso_testing_time} seconds")
print(f"Ridge Regression RMSE: {ridge_rmse}")
print(f"Ridge Regression MAE: {ridge_mae}")
print(f"Ridge Regression Training Time: {ridge_training_time} seconds")
print(f"Ridge Regression Testing Time: {ridge_testing_time} seconds")
Lasso Regression RMSE: 0.004577426420253069 Lasso Regression MAE: 0.0037533337868420258 Lasso Regression Training Time: 0.1044931411743164 seconds Lasso Regression Testing Time: 0.0012819766998291016 seconds Ridge Regression RMSE: 1.6602081280385867e-08 Ridge Regression MAE: 1.2304493317571997e-08 Ridge Regression Training Time: 0.11434030532836914 seconds Ridge Regression Testing Time: 0.0003972053527832031 seconds
# Plotting Lasso Regression
plt.figure(figsize=(10, 6))
plt.scatter(y_test, lasso_pred, color='blue', label='Lasso Regression')
plt.plot([min(y_test), max(y_test)], [min(y_test), max(y_test)], linestyle='--', color='red', label='Perfect Prediction')
plt.title('Lasso Regression: Actual vs Predicted')
plt.xlabel('Actual Total')
plt.ylabel('Predicted Total')
plt.legend()
plt.show()
# Plotting Ridge Regression
plt.figure(figsize=(10, 6))
plt.scatter(y_test, ridge_pred, color='green', label='Ridge Regression')
plt.plot([min(y_test), max(y_test)], [min(y_test), max(y_test)], linestyle='--', color='red', label='Perfect Prediction')
plt.title('Ridge Regression: Actual vs Predicted')
plt.xlabel('Actual Total')
plt.ylabel('Predicted Total')
plt.legend()
plt.show()
from sklearn.model_selection import train_test_split
from sklearn.preprocessing import StandardScaler
from tensorflow.keras.models import Sequential
from tensorflow.keras.layers import Dense
from tensorflow.keras.optimizers import Adam
from sklearn.metrics import mean_squared_error, mean_absolute_error
import numpy as np
import time
# Define features (X) and target variable (y)
X = df.drop("Total", axis=1)
X['Sentiment'] = df['Sentiment']
y = df["Total"]
# Train-test split
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)
# Standardize the data
scaler = StandardScaler()
X_train_scaled = scaler.fit_transform(X_train)
X_test_scaled = scaler.transform(X_test)
# Build a Sequential model
model = Sequential()
model.add(Dense(64, input_dim=X_train_scaled.shape[1], activation='relu'))
model.add(Dense(32, activation='relu'))
model.add(Dense(1, activation='linear'))
# Compile the model
model.compile(optimizer=Adam(learning_rate=0.001), loss='mean_squared_error')
# Training time for Neural Network
start_time = time.time()
model.fit(X_train_scaled, y_train, epochs=50, batch_size=32, validation_split=0.2, verbose=0)
nn_training_time = time.time() - start_time
# Testing time for Neural Network
start_time = time.time()
nn_pred = model.predict(X_test_scaled).flatten()
nn_testing_time = time.time() - start_time
# Evaluate the model
nn_rmse = np.sqrt(mean_squared_error(y_test, nn_pred))
nn_mae = mean_absolute_error(y_test, nn_pred)
print(f"Neural Network RMSE: {nn_rmse}")
print(f"Neural Network MAE: {nn_mae}")
print(f"Neural Network Training Time: {nn_training_time} seconds")
print(f"Neural Network Testing Time: {nn_testing_time} seconds")
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 410us/step Neural Network RMSE: 37.62409624616915 Neural Network MAE: 31.186612426300048 Neural Network Training Time: 1.00553297996521 seconds Neural Network Testing Time: 0.04810905456542969 seconds
def plot_feature_importance(model, feature_names, title):
importance = model.coef_ # Assuming the model has a coef_ attribute (e.g., Lasso or Ridge)
feature_importance = pd.Series(importance, index=feature_names)
feature_importance = feature_importance.sort_values(ascending=False)
plt.figure(figsize=(10, 6))
feature_importance.plot(kind='bar')
plt.title(title)
plt.show()
# Now you can use this function in your code
plot_feature_importance(lasso_best, X.columns, 'Lasso Model - Feature Importance')
plot_feature_importance(ridge_best, X.columns, 'Ridge Model - Feature Importance')
import optuna
from sklearn.model_selection import train_test_split
from sklearn.linear_model import Lasso, Ridge
from sklearn.neural_network import MLPRegressor
from sklearn.metrics import mean_squared_error, mean_absolute_error
from tensorflow.keras.models import Sequential
from tensorflow.keras.layers import Dense
from tensorflow.keras.optimizers import Adam
import numpy as np
import time
# Lasso Regression
def lasso_objective(trial):
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)
lasso = Lasso(alpha=trial.suggest_loguniform('alpha', 1e-5, 1e2))
start_time = time.time()
lasso.fit(X_train, y_train)
lasso_training_time = time.time() - start_time
y_pred = lasso.predict(X_test)
lasso_testing_time = time.time() - start_time
rmse = mean_squared_error(y_test, y_pred, squared=False)
mae = mean_absolute_error(y_test, y_pred)
return rmse, mae, lasso_training_time, lasso_testing_time
# Ridge Regression
def ridge_objective(trial):
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)
ridge = Ridge(alpha=trial.suggest_loguniform('alpha', 1e-5, 1e2))
start_time = time.time()
ridge.fit(X_train, y_train)
ridge_training_time = time.time() - start_time
y_pred = ridge.predict(X_test)
ridge_testing_time = time.time() - start_time
rmse = mean_squared_error(y_test, y_pred, squared=False)
mae = mean_absolute_error(y_test, y_pred)
return rmse, mae, ridge_training_time, ridge_testing_time
# Define the Optuna objective function
def nn_objective(trial):
start_time = time.time()
# Hyperparameters to be optimized
n_units_1 = trial.suggest_int('n_units_1', 10, 100)
n_units_2 = trial.suggest_int('n_units_2', 10, 100)
learning_rate = trial.suggest_loguniform('learning_rate', 1e-5, 1e-2)
# Build the model
model = Sequential()
model.add(Dense(n_units_1, input_dim=X_train_scaled.shape[1], activation='relu'))
model.add(Dense(n_units_2, activation='relu'))
model.add(Dense(1, activation='linear'))
# Compile the model
model.compile(optimizer=Adam(learning_rate=learning_rate), loss='mean_squared_error')
# Train the model
model.fit(X_train_scaled, y_train, epochs=50, batch_size=32, validation_split=0.2, verbose=0)
nn_training_time = time.time() - start_time
# Make predictions on the test set
start_time = time.time()
nn_pred = model.predict(X_test_scaled).flatten()
nn_testing_time = time.time() - start_time
# Evaluate the model
nn_rmse = np.sqrt(mean_squared_error(y_test, nn_pred))
nn_mae = mean_absolute_error(y_test, nn_pred)
return nn_rmse, nn_mae, nn_training_time, nn_testing_time
# Create the Optuna study for Lasso
lasso_study = optuna.create_study(directions=['minimize', 'minimize', 'minimize', 'minimize'])
lasso_study.optimize(lasso_objective, n_trials=100)
best_lasso_trials = lasso_study.best_trials # Use best_trials instead of best_params
best_lasso_params = best_lasso_trials[0].params
best_lasso_alpha = best_lasso_params['alpha']
lasso_rmse, lasso_mae, lasso_training_time, lasso_testing_time = best_lasso_trials[0].values
# Create the Optuna study for Ridge
ridge_study = optuna.create_study(directions=['minimize', 'minimize', 'minimize', 'minimize'])
ridge_study.optimize(ridge_objective, n_trials=100)
best_ridge_trials = ridge_study.best_trials
best_ridge_params = best_ridge_trials[0].params
best_ridge_alpha = best_ridge_params['alpha']
ridge_rmse, ridge_mae, ridge_training_time, ridge_testing_time = best_ridge_trials[0].values
# Create the Optuna study for Neural Network
nn_study = optuna.create_study(directions=['minimize', 'minimize', 'minimize', 'minimize'])
nn_study.optimize(nn_objective, n_trials=100)
best_nn_trials = nn_study.best_trials
best_nn_params = best_nn_trials[0].params
best_nn_rmse, best_nn_mae, nn_training_time, nn_testing_time = best_nn_trials[0].values
# Print or use the extracted values as needed
print("Best Lasso Params:", best_lasso_params)
print("Best Lasso Alpha:", best_lasso_alpha)
print("Lasso RMSE:", lasso_rmse)
print("Lasso MAE:", lasso_mae)
print("Lasso Training Time:", lasso_training_time)
print("Lasso Testing Time:", lasso_testing_time)
print("Best Ridge Params:", best_ridge_params)
print("Best Ridge Alpha:", best_ridge_alpha)
print("Ridge RMSE:", ridge_rmse)
print("Ridge MAE:", ridge_mae)
print("Ridge Training Time:", ridge_training_time)
print("Ridge Testing Time:", ridge_testing_time)
print("Best Neural Network Params:", best_nn_params)
print("Best Neural Network RMSE:", best_nn_rmse)
print("Best Neural Network MAE:", best_nn_mae)
print("Neural Network Training Time:", nn_training_time)
print("Neural Network Testing Time:", nn_testing_time)
[I 2023-12-30 08:07:07,718] A new study created in memory with name: no-name-282d7387-d8ac-4bb6-82ee-4c99f30cae67
[I 2023-12-30 08:07:07,739] Trial 0 finished with values: [0.006748731216195174, 0.005533729778822067, 0.015430212020874023, 0.016001224517822266] and parameters: {'alpha': 1.4743505623008049}.
[I 2023-12-30 08:07:07,763] Trial 1 finished with values: [0.01987592406861214, 0.01629758088990492, 0.008682966232299805, 0.010225057601928711] and parameters: {'alpha': 4.342161346759923}.
[I 2023-12-30 08:07:07,786] Trial 2 finished with values: [0.18996794822771257, 0.15576724845821852, 0.002825021743774414, 0.003857851028442383] and parameters: {'alpha': 41.50103809338942}.
[I 2023-12-30 08:07:07,803] Trial 3 finished with values: [0.02075834828019378, 0.014966725262895029, 0.0032198429107666016, 0.004168033599853516] and parameters: {'alpha': 0.00010641322051209548}.
[I 2023-12-30 08:07:07,820] Trial 4 finished with values: [0.014170223250593196, 0.011619100518669328, 0.01385188102722168, 0.014354944229125977] and parameters: {'alpha': 3.0956747198908805}.
[I 2023-12-30 08:07:07,839] Trial 5 finished with values: [0.020970416365361105, 0.015134824107303775, 0.007285118103027344, 0.008480072021484375] and parameters: {'alpha': 1.684325820394431e-05}.
[I 2023-12-30 08:07:07,852] Trial 6 finished with values: [0.04854477235918439, 0.0398050602112931, 0.002858877182006836, 0.0032067298889160156] and parameters: {'alpha': 10.605254547976166}.
[I 2023-12-30 08:07:07,860] Trial 7 finished with values: [0.020964766535789315, 0.015130134025501922, 0.0054738521575927734, 0.005975008010864258] and parameters: {'alpha': 1.9109096801670537e-05}.
[I 2023-12-30 08:07:07,877] Trial 8 finished with values: [0.0208762365711582, 0.015058913977945813, 0.013016939163208008, 0.013503074645996094] and parameters: {'alpha': 5.541867264769122e-05}.
[I 2023-12-30 08:07:07,903] Trial 9 finished with values: [0.0014771516962510307, 0.001211214088618542, 0.02031111717224121, 0.021507978439331055] and parameters: {'alpha': 0.32270353694420273}.
[I 2023-12-30 08:07:07,912] Trial 10 finished with values: [0.008857274627503684, 0.007271582432778478, 0.00475311279296875, 0.005155086517333984] and parameters: {'alpha': 0.23276685269088365}.
[I 2023-12-30 08:07:07,922] Trial 11 finished with values: [0.02098305876240049, 0.01514527520174811, 0.006014823913574219, 0.006680011749267578] and parameters: {'alpha': 1.1794200594941956e-05}.
[I 2023-12-30 08:07:07,929] Trial 12 finished with values: [0.08742601172720478, 0.07168635244771523, 0.004067897796630859, 0.004480123519897461] and parameters: {'alpha': 19.099381116100837}.
[I 2023-12-30 08:07:07,938] Trial 13 finished with values: [0.0007706147022338535, 0.0006009199542745059, 0.004982948303222656, 0.005544185638427734] and parameters: {'alpha': 0.15590150110939388}.
[I 2023-12-30 08:07:07,985] Trial 14 finished with values: [0.02097606302908467, 0.015139499461157896, 0.016914844512939453, 0.018500089645385742] and parameters: {'alpha': 1.4584534861582748e-05}.
[I 2023-12-30 08:07:08,009] Trial 15 finished with values: [0.02036563452302881, 0.014631710087047622, 0.009857177734375, 0.01055002212524414] and parameters: {'alpha': 0.0003456014006808948}.
[I 2023-12-30 08:07:08,046] Trial 16 finished with values: [0.0023210309205574666, 0.0019067995584636855, 0.012925863265991211, 0.013499021530151367] and parameters: {'alpha': 0.19385035492928873}.
[I 2023-12-30 08:07:08,071] Trial 17 finished with values: [0.19375767185351872, 0.15887469277773403, 0.010373830795288086, 0.011595010757446289] and parameters: {'alpha': 42.328953886680615}.
[I 2023-12-30 08:07:08,101] Trial 18 finished with values: [0.012499053191213595, 0.010248797979291967, 0.015074014663696289, 0.016265869140625] and parameters: {'alpha': 2.7305852774483}.
[I 2023-12-30 08:07:08,136] Trial 19 finished with values: [0.017063066960966763, 0.012306199336064295, 0.0040929317474365234, 0.005243062973022461] and parameters: {'alpha': 0.004109915911569027}.
[I 2023-12-30 08:07:08,164] Trial 20 finished with values: [0.010860875710001302, 0.008905548230500155, 0.016509056091308594, 0.016996145248413086] and parameters: {'alpha': 2.372703504852026}.
[I 2023-12-30 08:07:08,187] Trial 21 finished with values: [0.019726623492178172, 0.014162518741017118, 0.011574745178222656, 0.015459775924682617] and parameters: {'alpha': 0.0008754176948480788}.
[I 2023-12-30 08:07:08,209] Trial 22 finished with values: [0.02094304247890955, 0.015112361417328479, 0.016613006591796875, 0.017383098602294922] and parameters: {'alpha': 2.7876853396069776e-05}.
[I 2023-12-30 08:07:08,223] Trial 23 finished with values: [0.030537308743314163, 0.025039553264854072, 0.009041070938110352, 0.010177850723266602] and parameters: {'alpha': 6.671283367819634}.
[I 2023-12-30 08:07:08,241] Trial 24 finished with values: [0.009648624965759254, 0.007015336762587481, 0.012077093124389648, 0.013344049453735352] and parameters: {'alpha': 0.014051542669258111}.
[I 2023-12-30 08:07:08,246] Trial 25 finished with values: [0.0017257632087456002, 0.0014167077045251907, 0.001990079879760742, 0.0024521350860595703] and parameters: {'alpha': 0.08293433279077395}.
[I 2023-12-30 08:07:08,275] Trial 26 finished with values: [0.0017090229468303632, 0.0014013406180463052, 0.025742053985595703, 0.026259899139404297] and parameters: {'alpha': 0.37335891182689795}.
[I 2023-12-30 08:07:08,295] Trial 27 finished with values: [0.01824503736597513, 0.013127872642081338, 0.007220268249511719, 0.011547088623046875] and parameters: {'alpha': 0.0026386477900267793}.
[I 2023-12-30 08:07:08,330] Trial 28 finished with values: [0.0043992595446962395, 0.0036072430161079084, 0.02836298942565918, 0.029553890228271484] and parameters: {'alpha': 0.9610770640849801}.
[I 2023-12-30 08:07:08,342] Trial 29 finished with values: [0.06559097144541204, 0.053782362977914264, 0.005871295928955078, 0.00706934928894043] and parameters: {'alpha': 14.329224639945874}.
[I 2023-12-30 08:07:08,354] Trial 30 finished with values: [0.018980661493997714, 0.013641943304023236, 0.007032155990600586, 0.007471799850463867] and parameters: {'alpha': 0.0017562400152620072}.
[I 2023-12-30 08:07:08,379] Trial 31 finished with values: [0.010110529979855122, 0.008290290283743805, 0.012206077575683594, 0.013445138931274414] and parameters: {'alpha': 2.2087804482233833}.
[I 2023-12-30 08:07:08,393] Trial 32 finished with values: [0.0204334074620198, 0.01468533803289188, 0.007364034652709961, 0.009067058563232422] and parameters: {'alpha': 0.0002976351967040082}.
[I 2023-12-30 08:07:08,426] Trial 33 finished with values: [0.007623886446153861, 0.006257510864855868, 0.016137123107910156, 0.017107248306274414] and parameters: {'alpha': 0.08521350535750963}.
[I 2023-12-30 08:07:08,444] Trial 34 finished with values: [0.06363826790237978, 0.05218121256917575, 0.010254859924316406, 0.013718843460083008] and parameters: {'alpha': 13.902630444012505}.
[I 2023-12-30 08:07:08,462] Trial 35 finished with values: [0.017596004373178487, 0.012676880231600433, 0.009369850158691406, 0.010322809219360352] and parameters: {'alpha': 0.0034405542358647337}.
[I 2023-12-30 08:07:08,480] Trial 36 finished with values: [0.20909071695197717, 0.17144726761340592, 0.0026259422302246094, 0.0033838748931884766] and parameters: {'alpha': 45.678662585735694}.
[I 2023-12-30 08:07:08,500] Trial 37 finished with values: [0.0033092797575328915, 0.002713496708344296, 0.014609336853027344, 0.016231298446655273] and parameters: {'alpha': 0.7229564069567601}.
[I 2023-12-30 08:07:08,507] Trial 38 finished with values: [0.020713317300136806, 0.014934239125253379, 0.005017280578613281, 0.005506277084350586] and parameters: {'alpha': 0.00012681553566158097}.
[I 2023-12-30 08:07:08,515] Trial 39 finished with values: [0.1172502309660855, 0.09614119660219746, 0.0035247802734375, 0.004719734191894531] and parameters: {'alpha': 25.61488054792368}.
[I 2023-12-30 08:07:08,524] Trial 40 finished with values: [0.01791099073828877, 0.01289586066981168, 0.005362987518310547, 0.006459951400756836] and parameters: {'alpha': 0.0030492578143839055}.
[I 2023-12-30 08:07:08,531] Trial 41 finished with values: [0.001532203981615268, 0.001257033148127933, 0.003419160842895508, 0.004481077194213867] and parameters: {'alpha': 0.06506602441015817}.
[I 2023-12-30 08:07:08,547] Trial 42 finished with values: [0.0030966040408822574, 0.0025391098630683294, 0.011831045150756836, 0.013361215591430664] and parameters: {'alpha': 0.6764945532652855}.
[I 2023-12-30 08:07:08,575] Trial 43 finished with values: [0.3055819609411185, 0.2505668018123214, 0.00484013557434082, 0.005568027496337891] and parameters: {'alpha': 66.75846488832886}.
[I 2023-12-30 08:07:08,595] Trial 44 finished with values: [0.02028133567072798, 0.0145680317513854, 0.008111953735351562, 0.009721755981445312] and parameters: {'alpha': 0.00040743527596827963}.
[I 2023-12-30 08:07:08,618] Trial 45 finished with values: [0.0013849476174079209, 0.0011356098838391838, 0.01479196548461914, 0.01573777198791504] and parameters: {'alpha': 0.3025603231623929}.
[I 2023-12-30 08:07:08,637] Trial 46 finished with values: [0.043786398149314495, 0.03590335539887061, 0.005347728729248047, 0.0065348148345947266] and parameters: {'alpha': 9.565724084079923}.
[I 2023-12-30 08:07:08,651] Trial 47 finished with values: [0.002013761529088037, 0.001652891381383048, 0.0034830570220947266, 0.003946065902709961] and parameters: {'alpha': 0.09321120098532469}.
[I 2023-12-30 08:07:08,666] Trial 48 finished with values: [0.016615987513137823, 0.011994977081137418, 0.002917051315307617, 0.0037190914154052734] and parameters: {'alpha': 0.004677262972630908}.
[I 2023-12-30 08:07:08,686] Trial 49 finished with values: [0.0032233392580288656, 0.0026464249133816863, 0.0052490234375, 0.006295919418334961] and parameters: {'alpha': 0.07968369105096705}.
[I 2023-12-30 08:07:08,707] Trial 50 finished with values: [0.019716910769553647, 0.014155618907280152, 0.0014591217041015625, 0.0017750263214111328] and parameters: {'alpha': 0.0008854133560132987}.
[I 2023-12-30 08:07:08,718] Trial 51 finished with values: [0.02066113804097598, 0.014884083517710485, 0.0037491321563720703, 0.004841804504394531] and parameters: {'alpha': 0.000159900693912882}.
[I 2023-12-30 08:07:08,732] Trial 52 finished with values: [0.0013380245397715525, 0.0010978706842562237, 0.008012056350708008, 0.009309768676757812] and parameters: {'alpha': 0.05106297744572629}.
[I 2023-12-30 08:07:08,750] Trial 53 finished with values: [0.019209959298898883, 0.013801816308130724, 0.00345611572265625, 0.004662990570068359] and parameters: {'alpha': 0.0014849170458336909}.
[I 2023-12-30 08:07:08,764] Trial 54 finished with values: [0.01987019561874675, 0.014264183402506445, 0.0023949146270751953, 0.002804994583129883] and parameters: {'alpha': 0.0007297982713279108}.
[I 2023-12-30 08:07:08,785] Trial 55 finished with values: [0.01459733985635282, 0.011969321590537652, 0.015969038009643555, 0.017334938049316406] and parameters: {'alpha': 3.1889840527895443}.
[I 2023-12-30 08:07:08,812] Trial 56 finished with values: [0.013933133936513147, 0.011424695354856107, 0.012910127639770508, 0.014143943786621094] and parameters: {'alpha': 3.0438793894142204}.
[I 2023-12-30 08:07:08,826] Trial 57 finished with values: [0.0028379337013789184, 0.0023299867613812177, 0.009373903274536133, 0.010895252227783203] and parameters: {'alpha': 0.07083626173596524}.
[I 2023-12-30 08:07:08,830] Trial 58 finished with values: [0.01940702237141998, 0.013937009052529632, 0.0015621185302734375, 0.0018761157989501953] and parameters: {'alpha': 0.0012444142070209589}.
[I 2023-12-30 08:07:08,847] Trial 59 finished with values: [0.003910562414083246, 0.0032065280108996763, 0.012778043746948242, 0.013352155685424805] and parameters: {'alpha': 0.8543146421820904}.
[I 2023-12-30 08:07:08,863] Trial 60 finished with values: [0.005640682095592834, 0.004630987229974011, 0.008807182312011719, 0.010372161865234375] and parameters: {'alpha': 0.1445331538307029}.
[I 2023-12-30 08:07:08,874] Trial 61 finished with values: [0.019793404574360234, 0.014209875548719487, 0.004992008209228516, 0.0054721832275390625] and parameters: {'alpha': 0.0008070983031970975}.
[I 2023-12-30 08:07:08,895] Trial 62 finished with values: [0.005535504869861423, 0.00453892548953319, 0.0162351131439209, 0.017461061477661133] and parameters: {'alpha': 1.2093050464923059}.
[I 2023-12-30 08:07:08,901] Trial 63 finished with values: [0.07885312671805818, 0.06465687867763185, 0.0026900768280029297, 0.0030510425567626953] and parameters: {'alpha': 17.226519769475107}.
[I 2023-12-30 08:07:08,915] Trial 64 finished with values: [0.014343319763863925, 0.010404409006275523, 0.007635831832885742, 0.008910894393920898] and parameters: {'alpha': 0.007623571978606421}.
[I 2023-12-30 08:07:08,924] Trial 65 finished with values: [0.23252607800603528, 0.19066346561981604, 0.004525184631347656, 0.004872322082519531] and parameters: {'alpha': 50.79843053032656}.
[I 2023-12-30 08:07:08,946] Trial 66 finished with values: [0.003877748174041777, 0.003185299950428657, 0.018423080444335938, 0.018961191177368164] and parameters: {'alpha': 0.024724028090119483}.
[I 2023-12-30 08:07:08,961] Trial 67 finished with values: [0.06491962780384501, 0.05323188405348386, 0.010586977005004883, 0.011063814163208008] and parameters: {'alpha': 14.182560645799722}.
[I 2023-12-30 08:07:08,982] Trial 68 finished with values: [0.020648606764070886, 0.014872548349199448, 0.0156400203704834, 0.0168612003326416] and parameters: {'alpha': 0.00016682620239685046}.
[I 2023-12-30 08:07:08,993] Trial 69 finished with values: [0.016145249774481583, 0.011666736527306485, 0.0060160160064697266, 0.00744175910949707] and parameters: {'alpha': 0.00527952462178156}.
[I 2023-12-30 08:07:09,020] Trial 70 finished with values: [0.0013595517685310587, 0.0011147861525819013, 0.02029895782470703, 0.022192001342773438] and parameters: {'alpha': 0.29701226069339615}.
[I 2023-12-30 08:07:09,045] Trial 71 finished with values: [0.00268450013771965, 0.002203873654811179, 0.02010798454284668, 0.02163386344909668] and parameters: {'alpha': 0.07116719989599506}.
[I 2023-12-30 08:07:09,053] Trial 72 finished with values: [0.006264779672892305, 0.0046707500022113635, 0.002852916717529297, 0.003423929214477539] and parameters: {'alpha': 0.0194836391183889}.
[I 2023-12-30 08:07:09,065] Trial 73 finished with values: [0.32028842237682986, 0.262625599381964, 0.004937887191772461, 0.006149768829345703] and parameters: {'alpha': 69.9712880090741}.
[I 2023-12-30 08:07:09,077] Trial 74 finished with values: [0.020813724222375755, 0.015010186706745081, 0.007094144821166992, 0.008410930633544922] and parameters: {'alpha': 8.205014130741114e-05}.
[I 2023-12-30 08:07:09,087] Trial 75 finished with values: [0.019136415631814875, 0.0137512919179692, 0.005347013473510742, 0.0064029693603515625] and parameters: {'alpha': 0.0015733705551606145}.
[I 2023-12-30 08:07:09,096] Trial 76 finished with values: [0.020491568891710152, 0.014734407467134964, 0.004494190216064453, 0.005576133728027344] and parameters: {'alpha': 0.0002602490012201152}.
[I 2023-12-30 08:07:09,115] Trial 77 finished with values: [0.004955873234215629, 0.004063647286825756, 0.01476907730102539, 0.015244245529174805] and parameters: {'alpha': 1.0826767662434569}.
[I 2023-12-30 08:07:09,128] Trial 78 finished with values: [0.0007953052020518766, 0.0006168640942074877, 0.0044629573822021484, 0.005632877349853516] and parameters: {'alpha': 0.13798977317613595}.
[I 2023-12-30 08:07:09,139] Trial 79 finished with values: [0.014728287882953283, 0.010674572560737658, 0.005887031555175781, 0.00645899772644043] and parameters: {'alpha': 0.007117827124497765}.
[I 2023-12-30 08:07:09,148] Trial 80 finished with values: [0.00277563057271218, 0.002266665074796954, 0.00432586669921875, 0.0051877498626708984] and parameters: {'alpha': 0.27806511781345417}.
[I 2023-12-30 08:07:09,160] Trial 81 finished with values: [0.019937674368789213, 0.014313466174604796, 0.0065958499908447266, 0.008102893829345703] and parameters: {'alpha': 0.000670675159256762}.
[I 2023-12-30 08:07:09,174] Trial 82 finished with values: [0.020941932493917237, 0.015111460974804966, 0.0090179443359375, 0.010139703750610352] and parameters: {'alpha': 2.8327236495430412e-05}.
[I 2023-12-30 08:07:09,186] Trial 83 finished with values: [0.008206351000655369, 0.006728928364903899, 0.007162809371948242, 0.007850885391235352] and parameters: {'alpha': 1.792787092033717}.
[I 2023-12-30 08:07:09,196] Trial 84 finished with values: [0.22535504192123035, 0.18478346022972292, 0.004502058029174805, 0.005462169647216797] and parameters: {'alpha': 49.231821823430025}.
[I 2023-12-30 08:07:09,210] Trial 85 finished with values: [0.0010449186722065221, 0.0008598992343574086, 0.008695840835571289, 0.01002192497253418] and parameters: {'alpha': 0.07475572908446032}.
[I 2023-12-30 08:07:09,223] Trial 86 finished with values: [0.007381143795344362, 0.005407225259587874, 0.005040168762207031, 0.006150245666503906] and parameters: {'alpha': 0.017512191683352465}.
[I 2023-12-30 08:07:09,232] Trial 87 finished with values: [0.014269781409669191, 0.010352727764895793, 0.004038095474243164, 0.00496983528137207] and parameters: {'alpha': 0.0077204694039687}.
[I 2023-12-30 08:07:09,242] Trial 88 finished with values: [0.02095850065717342, 0.01512491825478306, 0.0054149627685546875, 0.005837202072143555] and parameters: {'alpha': 2.162890244508564e-05}.
[I 2023-12-30 08:07:09,254] Trial 89 finished with values: [0.02085901963557075, 0.01504565260203508, 0.006906270980834961, 0.007927179336547852] and parameters: {'alpha': 6.266656295901045e-05}.
[I 2023-12-30 08:07:09,264] Trial 90 finished with values: [0.3469516314748684, 0.28448852286465837, 0.0045359134674072266, 0.0054090023040771484] and parameters: {'alpha': 75.7962225140138}.
[I 2023-12-30 08:07:09,276] Trial 91 finished with values: [0.005722396601980751, 0.004356226141865731, 0.006186008453369141, 0.0071260929107666016] and parameters: {'alpha': 0.020607893801882216}.
[I 2023-12-30 08:07:09,286] Trial 92 finished with values: [0.0208161403371327, 0.015012100358313001, 0.005415916442871094, 0.0063018798828125] and parameters: {'alpha': 8.100425159641445e-05}.
[I 2023-12-30 08:07:09,303] Trial 93 finished with values: [0.010951855149400978, 0.008980148272637312, 0.013453006744384766, 0.013947725296020508] and parameters: {'alpha': 2.3925791797218796}.
[I 2023-12-30 08:07:09,316] Trial 94 finished with values: [0.2282674313401866, 0.18717152037598428, 0.009875059127807617, 0.010346174240112305] and parameters: {'alpha': 49.868072229608885}.
[I 2023-12-30 08:07:09,324] Trial 95 finished with values: [0.0010208650414742814, 0.0008322609284451766, 0.0033528804779052734, 0.004342794418334961] and parameters: {'alpha': 0.22336855588650192}.
[I 2023-12-30 08:07:09,341] Trial 96 finished with values: [0.008413669554471957, 0.006898922519102175, 0.010979890823364258, 0.012395858764648438] and parameters: {'alpha': 1.8380786018870816}.
[I 2023-12-30 08:07:09,353] Trial 97 finished with values: [0.0015599596001633306, 0.0012810382043110735, 0.004022121429443359, 0.005421161651611328] and parameters: {'alpha': 0.02675840893119474}.
[I 2023-12-30 08:07:09,364] Trial 98 finished with values: [0.030241557961534316, 0.02479704769516946, 0.008257150650024414, 0.008726119995117188] and parameters: {'alpha': 6.606672655442657}.
[I 2023-12-30 08:07:09,369] Trial 99 finished with values: [0.020758768583313974, 0.014967048467851454, 0.0019338130950927734, 0.002270936965942383] and parameters: {'alpha': 0.0001062253748855562}.
[I 2023-12-30 08:07:09,391] A new study created in memory with name: no-name-96e62261-6fe8-4e49-a02c-088c144355c2
[I 2023-12-30 08:07:09,401] Trial 0 finished with values: [0.0005833620417439497, 0.0004327747272465032, 0.0017971992492675781, 0.002943277359008789] and parameters: {'alpha': 35.981055381735366}.
[I 2023-12-30 08:07:09,407] Trial 1 finished with values: [6.199520089965691e-08, 4.5947223847875304e-08, 0.0015332698822021484, 0.0024192333221435547] and parameters: {'alpha': 0.003734182971910695}.
[I 2023-12-30 08:07:09,418] Trial 2 finished with values: [4.2620811998966355e-06, 3.1588537616933365e-06, 0.002196073532104492, 0.0030829906463623047] and parameters: {'alpha': 0.2567653965973941}.
[I 2023-12-30 08:07:09,424] Trial 3 finished with values: [6.099225451835355e-05, 4.521277486004393e-05, 0.0017180442810058594, 0.002712249755859375] and parameters: {'alpha': 3.6831364877724133}.
[I 2023-12-30 08:07:09,437] Trial 4 finished with values: [0.00045878855191981867, 0.0003403207266101305, 0.0017268657684326172, 0.0026421546936035156] and parameters: {'alpha': 28.15665311131994}.
[I 2023-12-30 08:07:09,462] Trial 5 finished with values: [3.885784028683862e-06, 2.879956150909635e-06, 0.009205102920532227, 0.010439157485961914] and parameters: {'alpha': 0.23409199628992122}.
[I 2023-12-30 08:07:09,468] Trial 6 finished with values: [9.189905962510673e-08, 6.811022601027617e-08, 0.0015888214111328125, 0.0024137496948242188] and parameters: {'alpha': 0.005535411126030289}.
[I 2023-12-30 08:07:09,483] Trial 7 finished with values: [0.0013791434254359902, 0.0010235175889175797, 0.002004861831665039, 0.0028600692749023438] and parameters: {'alpha': 87.78776117970855}.
[I 2023-12-30 08:07:09,496] Trial 8 finished with values: [0.0001180788561972007, 8.754324580623418e-05, 0.0010690689086914062, 0.0013842582702636719] and parameters: {'alpha': 7.147261440660112}.
[I 2023-12-30 08:07:09,511] Trial 9 finished with values: [1.157485605804302e-06, 8.578642047840646e-07, 0.0037419795989990234, 0.004187822341918945] and parameters: {'alpha': 0.06972262869858446}.
[I 2023-12-30 08:07:09,521] Trial 10 finished with values: [0.0008381542205617447, 0.0006218941092842467, 0.0018091201782226562, 0.0027570724487304688] and parameters: {'alpha': 52.223628321295216}.
[I 2023-12-30 08:07:09,540] Trial 11 finished with values: [1.1632084730817906e-08, 8.621023726007593e-09, 0.003632783889770508, 0.0047910213470458984] and parameters: {'alpha': 0.0007006441586515127}.
[I 2023-12-30 08:07:09,550] Trial 12 finished with values: [2.8768666454821883e-06, 2.1321874064561543e-06, 0.0037860870361328125, 0.0041768550872802734] and parameters: {'alpha': 0.17330427000110432}.
[I 2023-12-30 08:07:09,559] Trial 13 finished with values: [1.8950637090663072e-05, 1.404603494983725e-05, 0.004277944564819336, 0.005312919616699219] and parameters: {'alpha': 1.1423680556651383}.
[I 2023-12-30 08:07:09,569] Trial 14 finished with values: [7.063314511605417e-08, 5.234916693908076e-08, 0.0051250457763671875, 0.006360054016113281] and parameters: {'alpha': 0.004254478276420695}.
[I 2023-12-30 08:07:09,576] Trial 15 finished with values: [1.7091607722865405e-06, 1.2667377960262627e-06, 0.0029189586639404297, 0.004040956497192383] and parameters: {'alpha': 0.10295586202391076}.
[I 2023-12-30 08:07:09,583] Trial 16 finished with values: [5.7759394678641644e-05, 4.2815900026225154e-05, 0.0026848316192626953, 0.0036008358001708984] and parameters: {'alpha': 3.4874457882985843}.
[I 2023-12-30 08:07:09,590] Trial 17 finished with values: [1.7789005212184126e-07, 1.318417783924275e-07, 0.0022499561309814453, 0.0032520294189453125] and parameters: {'alpha': 0.010714995184522244}.
[I 2023-12-30 08:07:09,597] Trial 18 finished with values: [4.2800244401684615e-06, 3.172152646628845e-06, 0.002012014389038086, 0.0029840469360351562] and parameters: {'alpha': 0.2578465634875505}.
[I 2023-12-30 08:07:09,607] Trial 19 finished with values: [0.0009455039094355842, 0.0007015782074111154, 0.005587100982666016, 0.006724119186401367] and parameters: {'alpha': 59.16370842533176}.
[I 2023-12-30 08:07:09,614] Trial 20 finished with values: [3.3134223615702317e-10, 2.4557397004798533e-10, 0.0026018619537353516, 0.0035219192504882812] and parameters: {'alpha': 1.9958131675301082e-05}.
[I 2023-12-30 08:07:09,620] Trial 21 finished with values: [1.562583645196105e-08, 1.1580955012746585e-08, 0.0020508766174316406, 0.003047943115234375] and parameters: {'alpha': 0.0009412057248669984}.
[I 2023-12-30 08:07:09,629] Trial 22 finished with values: [1.3244309875865282e-06, 9.815954584091458e-07, 0.0046880245208740234, 0.006055116653442383] and parameters: {'alpha': 0.07977935039063927}.
[I 2023-12-30 08:07:09,636] Trial 23 finished with values: [3.36639566764065e-05, 2.4952608320845114e-05, 0.0019500255584716797, 0.0028412342071533203] and parameters: {'alpha': 2.030553394608644}.
[I 2023-12-30 08:07:09,642] Trial 24 finished with values: [2.2723234624214964e-07, 1.6841145657586766e-07, 0.0019159317016601562, 0.003023862838745117] and parameters: {'alpha': 0.01368708892727498}.
[I 2023-12-30 08:07:09,647] Trial 25 finished with values: [1.8836450143199725e-06, 1.3960569846549476e-06, 0.001689910888671875, 0.0022428035736083984] and parameters: {'alpha': 0.11346722607582982}.
[I 2023-12-30 08:07:09,652] Trial 26 finished with values: [4.8320905312619485e-08, 3.5812631393739026e-08, 0.0020601749420166016, 0.0024802684783935547] and parameters: {'alpha': 0.002910531800005467}.
[I 2023-12-30 08:07:09,657] Trial 27 finished with values: [1.017214895115867e-06, 7.539029358039074e-07, 0.0007517337799072266, 0.0010428428649902344] and parameters: {'alpha': 0.061272874540089686}.
[I 2023-12-30 08:07:09,661] Trial 28 finished with values: [2.2509538696430034e-05, 1.6684057780977924e-05, 0.0011739730834960938, 0.0015070438385009766] and parameters: {'alpha': 1.3571051430947896}.
[I 2023-12-30 08:07:09,668] Trial 29 finished with values: [8.526281712121329e-10, 6.319153822431644e-10, 0.0028030872344970703, 0.004032135009765625] and parameters: {'alpha': 5.135677691697656e-05}.
[I 2023-12-30 08:07:09,673] Trial 30 finished with values: [5.645481293542246e-08, 4.1841013462828866e-08, 0.0013611316680908203, 0.0025179386138916016] and parameters: {'alpha': 0.0034004617553580504}.
[I 2023-12-30 08:07:09,679] Trial 31 finished with values: [4.387078007930937e-08, 3.251446020868798e-08, 0.0015780925750732422, 0.0028917789459228516] and parameters: {'alpha': 0.0026424802795069965}.
[I 2023-12-30 08:07:09,685] Trial 32 finished with values: [1.0832304655897658e-05, 8.02857991874184e-06, 0.0011191368103027344, 0.0022611618041992188] and parameters: {'alpha': 0.6527627927305971}.
[I 2023-12-30 08:07:09,690] Trial 33 finished with values: [0.0009936441370244696, 0.0007373120672559441, 0.0017719268798828125, 0.0021469593048095703] and parameters: {'alpha': 62.294655433910194}.
[I 2023-12-30 08:07:09,695] Trial 34 finished with values: [1.6947729529304718e-07, 1.2560672884021075e-07, 0.0015480518341064453, 0.002531766891479492] and parameters: {'alpha': 0.01020825423356233}.
[I 2023-12-30 08:07:09,700] Trial 35 finished with values: [1.706337669655509e-05, 1.2647134606726952e-05, 0.0015339851379394531, 0.001985788345336914] and parameters: {'alpha': 1.0285203619481469}.
[I 2023-12-30 08:07:09,705] Trial 36 finished with values: [7.0651243581940485e-09, 5.236257036855818e-09, 0.001638174057006836, 0.0027399063110351562] and parameters: {'alpha': 0.0004255513701343089}.
[I 2023-12-30 08:07:09,712] Trial 37 finished with values: [1.1480660106607257e-06, 8.508828850661842e-07, 0.0014858245849609375, 0.0028328895568847656] and parameters: {'alpha': 0.06915519205060168}.
[I 2023-12-30 08:07:09,719] Trial 38 finished with values: [2.1019231782624017e-10, 1.5577892753526613e-10, 0.0016109943389892578, 0.0023238658905029297] and parameters: {'alpha': 1.2651685887807377e-05}.
[I 2023-12-30 08:07:09,726] Trial 39 finished with values: [0.00025031184360504576, 0.00018562771115601784, 0.002786874771118164, 0.003774881362915039] and parameters: {'alpha': 15.233349518349735}.
[I 2023-12-30 08:07:09,732] Trial 40 finished with values: [2.206730263322218e-10, 1.635538193767161e-10, 0.0017011165618896484, 0.002753019332885742] and parameters: {'alpha': 1.328102562597975e-05}.
[I 2023-12-30 08:07:09,738] Trial 41 finished with values: [2.748212588359503e-05, 2.0370069048345485e-05, 0.0015969276428222656, 0.002688884735107422] and parameters: {'alpha': 1.6572479502775048}.
[I 2023-12-30 08:07:09,744] Trial 42 finished with values: [5.4693615967642994e-08, 4.05357182220456e-08, 0.002285003662109375, 0.0027048587799072266] and parameters: {'alpha': 0.003294387864409504}.
[I 2023-12-30 08:07:09,748] Trial 43 finished with values: [6.467529874200034e-09, 4.793353758358876e-09, 0.0016150474548339844, 0.0019969940185546875] and parameters: {'alpha': 0.0003895616531374037}.
[I 2023-12-30 08:07:09,754] Trial 44 finished with values: [2.8450251852319273e-07, 2.1085683358457174e-07, 0.0017910003662109375, 0.002727031707763672] and parameters: {'alpha': 0.01713674191737073}.
[I 2023-12-30 08:07:09,759] Trial 45 finished with values: [0.0010811711829212237, 0.0008022818083429861, 0.000885009765625, 0.0019600391387939453] and parameters: {'alpha': 68.017028881535}.
[I 2023-12-30 08:07:09,764] Trial 46 finished with values: [8.514817740124015e-06, 6.310876857682501e-06, 0.0015869140625, 0.0025777816772460938] and parameters: {'alpha': 0.5130594225575466}.
[I 2023-12-30 08:07:09,769] Trial 47 finished with values: [0.00014451060367927642, 0.00010714600392196516, 0.00167083740234375, 0.0020139217376708984] and parameters: {'alpha': 8.75666712997209}.
[I 2023-12-30 08:07:09,774] Trial 48 finished with values: [5.009970657919781e-07, 3.71310382538681e-07, 0.002171039581298828, 0.0026128292083740234] and parameters: {'alpha': 0.030177364215513158}.
[I 2023-12-30 08:07:09,778] Trial 49 finished with values: [1.299518024235699e-09, 9.631270092569367e-10, 0.0012240409851074219, 0.0015799999237060547] and parameters: {'alpha': 7.827709939818797e-05}.
[I 2023-12-30 08:07:09,788] Trial 50 finished with values: [7.457217188130462e-06, 5.527000762874934e-06, 0.0016589164733886719, 0.002335071563720703] and parameters: {'alpha': 0.4493138662174088}.
[I 2023-12-30 08:07:09,795] Trial 51 finished with values: [6.987062529584521e-06, 5.178531720240187e-06, 0.0020668506622314453, 0.0029718875885009766] and parameters: {'alpha': 0.42097769680008373}.
[I 2023-12-30 08:07:09,801] Trial 52 finished with values: [8.480954711506288e-10, 6.285543463491195e-10, 0.0012557506561279297, 0.002210855484008789] and parameters: {'alpha': 5.108336239226991e-05}.
[I 2023-12-30 08:07:09,807] Trial 53 finished with values: [7.878361606125234e-05, 5.8404153173796657e-05, 0.0022258758544921875, 0.002640962600708008] and parameters: {'alpha': 4.761011823250362}.
[I 2023-12-30 08:07:09,812] Trial 54 finished with values: [1.855484649701588e-08, 1.3751762937275202e-08, 0.0016450881958007812, 0.0028028488159179688] and parameters: {'alpha': 0.0011176176544697351}.
[I 2023-12-30 08:07:09,817] Trial 55 finished with values: [0.0014253937928601528, 0.0010578605339349157, 0.0009338855743408203, 0.0012726783752441406] and parameters: {'alpha': 90.89691953398507}.
[I 2023-12-30 08:07:09,822] Trial 56 finished with values: [0.00016973079009217567, 0.0001258518441757861, 0.0012018680572509766, 0.001573801040649414] and parameters: {'alpha': 10.295522728480087}.
[I 2023-12-30 08:07:09,829] Trial 57 finished with values: [1.4228661462515083e-09, 1.0545474005141387e-09, 0.002064228057861328, 0.0033071041107177734] and parameters: {'alpha': 8.570042462181309e-05}.
[I 2023-12-30 08:07:09,836] Trial 58 finished with values: [3.943339754336324e-07, 2.9225768401808237e-07, 0.0022857189178466797, 0.0034487247467041016] and parameters: {'alpha': 0.02375244349712825}.
[I 2023-12-30 08:07:09,841] Trial 59 finished with values: [2.1940180692503867e-08, 1.626077668070991e-08, 0.0015778541564941406, 0.002193927764892578] and parameters: {'alpha': 0.001321535530985808}.
[I 2023-12-30 08:07:09,849] Trial 60 finished with values: [2.031889450110526e-08, 1.5059176883269744e-08, 0.0023040771484375, 0.003401041030883789] and parameters: {'alpha': 0.0012238678812064648}.
[I 2023-12-30 08:07:09,855] Trial 61 finished with values: [0.0004246045565147802, 0.0003149525411868215, 0.0016169548034667969, 0.002624034881591797] and parameters: {'alpha': 26.02295170073985}.
[I 2023-12-30 08:07:09,860] Trial 62 finished with values: [4.984435253569047e-10, 3.6941399272905073e-10, 0.0011191368103027344, 0.0014710426330566406] and parameters: {'alpha': 3.0018976233552763e-05}.
[I 2023-12-30 08:07:09,868] Trial 63 finished with values: [2.2369438617186212e-10, 1.6579103423453033e-10, 0.0020990371704101562, 0.0030570030212402344] and parameters: {'alpha': 1.3468116361407311e-05}.
[I 2023-12-30 08:07:09,872] Trial 64 finished with values: [6.829566922600679e-07, 5.061687863960885e-07, 0.0007181167602539062, 0.0010101795196533203] and parameters: {'alpha': 0.04113793883930687}.
[I 2023-12-30 08:07:09,878] Trial 65 finished with values: [4.195071532709287e-07, 3.109146267110674e-07, 0.001857757568359375, 0.0029659271240234375] and parameters: {'alpha': 0.025268769713670865}.
[I 2023-12-30 08:07:09,883] Trial 66 finished with values: [5.11561421279803e-09, 3.791387985785377e-09, 0.0025708675384521484, 0.0030031204223632812] and parameters: {'alpha': 0.00030812796523937183}.
[I 2023-12-30 08:07:09,885] Trial 67 finished with values: [9.543673767436377e-08, 7.073214416841722e-08, 0.000637054443359375, 0.0009429454803466797] and parameters: {'alpha': 0.005748498090182898}.
[I 2023-12-30 08:07:09,890] Trial 68 finished with values: [0.0012100508476618264, 0.000897960698294007, 0.0009210109710693359, 0.0012710094451904297] and parameters: {'alpha': 76.51317073180273}.
[I 2023-12-30 08:07:09,896] Trial 69 finished with values: [6.201857386433528e-09, 4.596449345584119e-09, 0.0017709732055664062, 0.0028417110443115234] and parameters: {'alpha': 0.0003735718039852322}.
[I 2023-12-30 08:07:09,901] Trial 70 finished with values: [3.0640324325323404e-05, 2.2711193724642698e-05, 0.0008289813995361328, 0.0011708736419677734] and parameters: {'alpha': 1.8479397521368797}.
[I 2023-12-30 08:07:09,908] Trial 71 finished with values: [3.198052042432904e-09, 2.3702098950195706e-09, 0.0014960765838623047, 0.002841949462890625] and parameters: {'alpha': 0.00019262497616227798}.
[I 2023-12-30 08:07:09,914] Trial 72 finished with values: [0.00013328160335650691, 9.881793922124516e-05, 0.0013608932495117188, 0.0019030570983886719] and parameters: {'alpha': 8.072520788173339}.
[I 2023-12-30 08:07:09,920] Trial 73 finished with values: [2.1705856350603986e-08, 1.6087112459928223e-08, 0.0019071102142333984, 0.003294229507446289] and parameters: {'alpha': 0.0013074114369573855}.
[I 2023-12-30 08:07:09,926] Trial 74 finished with values: [5.7872348370324746e-08, 4.289160809634041e-08, 0.0017342567443847656, 0.0025763511657714844] and parameters: {'alpha': 0.0034858526100005477}.
[I 2023-12-30 08:07:09,932] Trial 75 finished with values: [3.814182487230288e-07, 2.826852753212705e-07, 0.0015358924865722656, 0.0025069713592529297] and parameters: {'alpha': 0.02297445325168844}.
[I 2023-12-30 08:07:09,938] Trial 76 finished with values: [6.527481724492094e-10, 4.837776845789676e-10, 0.0011830329895019531, 0.002172231674194336] and parameters: {'alpha': 3.932469973627442e-05}.
[I 2023-12-30 08:07:09,943] Trial 77 finished with values: [2.8735115630299116e-08, 2.1296784904478728e-08, 0.0015397071838378906, 0.0021347999572753906] and parameters: {'alpha': 0.0017308238838126542}.
[I 2023-12-30 08:07:09,947] Trial 78 finished with values: [1.1614392369563385e-08, 8.607907497903966e-09, 0.0009551048278808594, 0.0012700557708740234] and parameters: {'alpha': 0.0006995812688781388}.
[I 2023-12-30 08:07:09,953] Trial 79 finished with values: [1.6186499578422724e-07, 1.1996493349819558e-07, 0.0016129016876220703, 0.0026628971099853516] and parameters: {'alpha': 0.009749740823355842}.
[I 2023-12-30 08:07:09,959] Trial 80 finished with values: [7.484065230064787e-07, 5.546766229702627e-07, 0.002357959747314453, 0.0032279491424560547] and parameters: {'alpha': 0.04508044552535776}.
[I 2023-12-30 08:07:09,964] Trial 81 finished with values: [6.610598756853078e-10, 4.899353900356118e-10, 0.0011010169982910156, 0.0014128684997558594] and parameters: {'alpha': 3.98161656281958e-05}.
[I 2023-12-30 08:07:09,969] Trial 82 finished with values: [0.0004560159615905052, 0.0003382631317289153, 0.0014951229095458984, 0.0018312931060791016] and parameters: {'alpha': 27.98337867236072}.
[I 2023-12-30 08:07:09,974] Trial 83 finished with values: [0.00034049755900362913, 0.00025254081334696643, 0.0012891292572021484, 0.0016160011291503906] and parameters: {'alpha': 20.797640531512886}.
[I 2023-12-30 08:07:09,982] Trial 84 finished with values: [1.132444450444463e-09, 8.393008066320817e-10, 0.002288818359375, 0.003144979476928711] and parameters: {'alpha': 6.821012916876809e-05}.
[I 2023-12-30 08:07:09,988] Trial 85 finished with values: [1.0547292551173966e-08, 7.817040827973187e-09, 0.001873016357421875, 0.002601146697998047] and parameters: {'alpha': 0.0006352991258352582}.
[I 2023-12-30 08:07:09,995] Trial 86 finished with values: [2.5510376459756067e-09, 1.890679222071867e-09, 0.0018181800842285156, 0.0028700828552246094] and parameters: {'alpha': 0.0001536567046550024}.
[I 2023-12-30 08:07:09,999] Trial 87 finished with values: [2.722722117235041e-10, 2.0178887893962382e-10, 0.0011887550354003906, 0.002215862274169922] and parameters: {'alpha': 1.63913136837895e-05}.
[I 2023-12-30 08:07:10,007] Trial 88 finished with values: [2.5037437240967973e-07, 1.855629970126671e-07, 0.0019309520721435547, 0.003031015396118164] and parameters: {'alpha': 0.01508104387012645}.
[I 2023-12-30 08:07:10,012] Trial 89 finished with values: [5.96802936696091e-08, 4.4231550466733435e-08, 0.001489877700805664, 0.0024690628051757812] and parameters: {'alpha': 0.0035947499143455745}.
[I 2023-12-30 08:07:10,017] Trial 90 finished with values: [4.9772955753822944e-05, 3.6894846468591424e-05, 0.0011250972747802734, 0.0018770694732666016] and parameters: {'alpha': 3.004236470336795}.
[I 2023-12-30 08:07:10,025] Trial 91 finished with values: [2.0526182037283275e-10, 1.5212835435818305e-10, 0.0036962032318115234, 0.0043642520904541016] and parameters: {'alpha': 1.236521498767206e-05}.
[I 2023-12-30 08:07:10,034] Trial 92 finished with values: [1.2363941846778477e-05, 9.163832224752255e-06, 0.0025336742401123047, 0.003912925720214844] and parameters: {'alpha': 0.7451082427743315}.
[I 2023-12-30 08:07:10,040] Trial 93 finished with values: [9.925829373944704e-10, 7.356408016079286e-10, 0.0025658607482910156, 0.0029718875885009766] and parameters: {'alpha': 5.978057500051658e-05}.
[I 2023-12-30 08:07:10,048] Trial 94 finished with values: [0.0006506277310508374, 0.00048270052290088294, 0.0028290748596191406, 0.003567934036254883] and parameters: {'alpha': 40.2378542776017}.
[I 2023-12-30 08:07:10,054] Trial 95 finished with values: [6.51134671841959e-07, 4.825840542110881e-07, 0.001672983169555664, 0.002393007278442383] and parameters: {'alpha': 0.03922109016701546}.
[I 2023-12-30 08:07:10,060] Trial 96 finished with values: [4.4184181307922744e-10, 3.274614801540565e-10, 0.001859903335571289, 0.0033500194549560547] and parameters: {'alpha': 2.6614742627798648e-05}.
[I 2023-12-30 08:07:10,064] Trial 97 finished with values: [3.249523849356729e-05, 2.4086234308233758e-05, 0.0010256767272949219, 0.0013456344604492188] and parameters: {'alpha': 1.9599626900785376}.
[I 2023-12-30 08:07:10,072] Trial 98 finished with values: [7.088634490388064e-10, 5.253668788895993e-10, 0.003462076187133789, 0.0047190189361572266] and parameters: {'alpha': 4.2687324689775297e-05}.
[I 2023-12-30 08:07:10,081] Trial 99 finished with values: [0.0015090348667516054, 0.00111996780116149, 0.0033159255981445312, 0.004400968551635742] and parameters: {'alpha': 96.54738624176996}.
[I 2023-12-30 08:07:10,098] A new study created in memory with name: no-name-872004af-b572-479c-ba04-f96aca95b1dc
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 594us/step
[I 2023-12-30 08:07:11,733] Trial 0 finished with values: [72.0644904326431, 60.727341040802, 1.5843400955200195, 0.047869205474853516] and parameters: {'n_units_1': 32, 'n_units_2': 36, 'learning_rate': 0.00045874575896202814}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 836us/step
[I 2023-12-30 08:07:12,912] Trial 1 finished with values: [6.101408553445697, 4.7383009071350095, 1.128363847732544, 0.05013084411621094] and parameters: {'n_units_1': 57, 'n_units_2': 100, 'learning_rate': 0.008163878173730859}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 796us/step
[I 2023-12-30 08:07:14,246] Trial 2 finished with values: [412.78658351943386, 330.0945340657425, 1.2894339561462402, 0.04290485382080078] and parameters: {'n_units_1': 22, 'n_units_2': 14, 'learning_rate': 0.00016072055969832655}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 650us/step
[I 2023-12-30 08:07:15,528] Trial 3 finished with values: [107.2005653634727, 92.62346896850586, 1.2353241443634033, 0.04524970054626465] and parameters: {'n_units_1': 32, 'n_units_2': 80, 'learning_rate': 0.0002463031966515422}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 495us/step
[I 2023-12-30 08:07:16,718] Trial 4 finished with values: [21.63448821935822, 16.748944251327515, 1.151191234588623, 0.03793692588806152] and parameters: {'n_units_1': 32, 'n_units_2': 84, 'learning_rate': 0.002372488114852147}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 398us/step
[I 2023-12-30 08:07:17,729] Trial 5 finished with values: [422.8597050215237, 337.3793336177249, 0.9778017997741699, 0.0328059196472168] and parameters: {'n_units_1': 19, 'n_units_2': 13, 'learning_rate': 1.2578693419729416e-05}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 974us/step
[I 2023-12-30 08:07:18,878] Trial 6 finished with values: [41.64202026091404, 35.094989871063234, 1.102952003479004, 0.044747114181518555] and parameters: {'n_units_1': 86, 'n_units_2': 48, 'learning_rate': 0.0006035051463460702}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 438us/step
[I 2023-12-30 08:07:20,052] Trial 7 finished with values: [31.275401422605135, 25.61792869766235, 1.138390064239502, 0.034381866455078125] and parameters: {'n_units_1': 96, 'n_units_2': 73, 'learning_rate': 0.0006885988593848276}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 590us/step
[I 2023-12-30 08:07:21,218] Trial 8 finished with values: [422.0131492317207, 336.5941500861388, 1.1200120449066162, 0.04548907279968262] and parameters: {'n_units_1': 49, 'n_units_2': 90, 'learning_rate': 1.6979766654770044e-05}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 659us/step
[I 2023-12-30 08:07:22,384] Trial 9 finished with values: [418.08168776900646, 332.5112528634262, 1.1259698867797852, 0.038336992263793945] and parameters: {'n_units_1': 70, 'n_units_2': 51, 'learning_rate': 3.344774235317674e-05}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 438us/step
[I 2023-12-30 08:07:23,542] Trial 10 finished with values: [26.8180980360544, 21.448114883270264, 1.1248252391815186, 0.0330348014831543] and parameters: {'n_units_1': 51, 'n_units_2': 40, 'learning_rate': 0.0015476121869061423}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 532us/step
[I 2023-12-30 08:07:24,589] Trial 11 finished with values: [181.13423742592983, 158.05040742004397, 1.0087480545043945, 0.03685712814331055] and parameters: {'n_units_1': 23, 'n_units_2': 76, 'learning_rate': 0.00024107642922713927}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 427us/step
[I 2023-12-30 08:07:25,775] Trial 12 finished with values: [18.182454288408064, 14.154273156661988, 1.1507840156555176, 0.033975839614868164] and parameters: {'n_units_1': 96, 'n_units_2': 20, 'learning_rate': 0.002182196716879223}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 408us/step
[I 2023-12-30 08:07:26,770] Trial 13 finished with values: [13.312065735391684, 10.795107843322754, 0.9626791477203369, 0.03209376335144043] and parameters: {'n_units_1': 26, 'n_units_2': 59, 'learning_rate': 0.005837570912806298}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 473us/step
[I 2023-12-30 08:07:27,881] Trial 14 finished with values: [51.984215655486175, 43.32011405761719, 1.0737659931182861, 0.03650188446044922] and parameters: {'n_units_1': 93, 'n_units_2': 100, 'learning_rate': 0.0002591700287784615}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 447us/step
[I 2023-12-30 08:07:28,954] Trial 15 finished with values: [174.40044644611393, 147.44976318145754, 1.0366179943084717, 0.03494071960449219] and parameters: {'n_units_1': 76, 'n_units_2': 92, 'learning_rate': 0.00014956279512084677}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 540us/step
[I 2023-12-30 08:07:30,005] Trial 16 finished with values: [26.870155887517104, 21.579257466125487, 1.00913405418396, 0.040753841400146484] and parameters: {'n_units_1': 59, 'n_units_2': 61, 'learning_rate': 0.0012596329761308965}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 423us/step
[I 2023-12-30 08:07:31,057] Trial 17 finished with values: [11.752828547564096, 9.476448840408326, 1.0166091918945312, 0.03439497947692871] and parameters: {'n_units_1': 84, 'n_units_2': 26, 'learning_rate': 0.00318690790669733}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 445us/step
[I 2023-12-30 08:07:32,069] Trial 18 finished with values: [279.04659863163323, 231.5653099180794, 0.9764490127563477, 0.03514409065246582] and parameters: {'n_units_1': 32, 'n_units_2': 53, 'learning_rate': 0.00017649707519224052}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 459us/step
[I 2023-12-30 08:07:33,288] Trial 19 finished with values: [419.3401675567153, 333.92714076699735, 1.0115008354187012, 0.2065279483795166] and parameters: {'n_units_1': 45, 'n_units_2': 31, 'learning_rate': 3.982191082534715e-05}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 553us/step
[I 2023-12-30 08:07:34,349] Trial 20 finished with values: [422.4494205521537, 336.8789831142318, 1.0141539573669434, 0.04555916786193848] and parameters: {'n_units_1': 22, 'n_units_2': 63, 'learning_rate': 1.7441770233031843e-05}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 664us/step
[I 2023-12-30 08:07:35,512] Trial 21 finished with values: [48.12243621716816, 40.84526343780518, 1.1200377941131592, 0.04189014434814453] and parameters: {'n_units_1': 72, 'n_units_2': 29, 'learning_rate': 0.000592313957693706}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 431us/step
[I 2023-12-30 08:07:36,583] Trial 22 finished with values: [252.98259633450152, 210.16373427230835, 1.0371789932250977, 0.03324604034423828] and parameters: {'n_units_1': 100, 'n_units_2': 75, 'learning_rate': 0.0001177458293872354}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 525us/step
[I 2023-12-30 08:07:37,747] Trial 23 finished with values: [419.1148098198188, 333.1310896539879, 1.1263659000396729, 0.03707289695739746] and parameters: {'n_units_1': 51, 'n_units_2': 38, 'learning_rate': 3.97414740437316e-05}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 386us/step
[I 2023-12-30 08:07:38,731] Trial 24 finished with values: [119.13770516604899, 103.65101918907166, 0.95011305809021, 0.032305002212524414] and parameters: {'n_units_1': 15, 'n_units_2': 58, 'learning_rate': 0.00033254869115524545}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 388us/step
[I 2023-12-30 08:07:39,741] Trial 25 finished with values: [300.29408027162384, 248.86196328422548, 0.9756178855895996, 0.033785104751586914] and parameters: {'n_units_1': 79, 'n_units_2': 11, 'learning_rate': 0.0002681361341111856}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 686us/step
[I 2023-12-30 08:07:40,806] Trial 26 finished with values: [7.727992249775571, 6.074376344528199, 1.0273220539093018, 0.03692889213562012] and parameters: {'n_units_1': 76, 'n_units_2': 83, 'learning_rate': 0.006670896456488228}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 468us/step
[I 2023-12-30 08:07:41,846] Trial 27 finished with values: [422.9420645117979, 337.5022321526524, 1.0039517879486084, 0.03534197807312012] and parameters: {'n_units_1': 14, 'n_units_2': 85, 'learning_rate': 1.0997800567317596e-05}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 514us/step
[I 2023-12-30 08:07:42,916] Trial 28 finished with values: [26.29203398604409, 21.308516172180177, 1.0328121185302734, 0.035800933837890625] and parameters: {'n_units_1': 71, 'n_units_2': 96, 'learning_rate': 0.0011291549063045634}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 535us/step
[I 2023-12-30 08:07:43,986] Trial 29 finished with values: [17.272531677927446, 13.97755273452759, 1.0317540168762207, 0.03785991668701172] and parameters: {'n_units_1': 86, 'n_units_2': 38, 'learning_rate': 0.0018924416582134112}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 474us/step
[I 2023-12-30 08:07:45,066] Trial 30 finished with values: [415.7859126266629, 330.38679342629433, 1.043992042541504, 0.035201072692871094] and parameters: {'n_units_1': 97, 'n_units_2': 81, 'learning_rate': 3.195810556880053e-05}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 470us/step
[I 2023-12-30 08:07:46,103] Trial 31 finished with values: [47.537164077694335, 38.71592730300903, 0.9988570213317871, 0.036889076232910156] and parameters: {'n_units_1': 10, 'n_units_2': 93, 'learning_rate': 0.000980187244965789}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 506us/step
[I 2023-12-30 08:07:47,123] Trial 32 finished with values: [6.585546025518882, 5.156847601776124, 0.9849247932434082, 0.03406119346618652] and parameters: {'n_units_1': 60, 'n_units_2': 85, 'learning_rate': 0.008567466948074915}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 490us/step
[I 2023-12-30 08:07:48,149] Trial 33 finished with values: [317.48136458012976, 257.1057675673676, 0.9902529716491699, 0.035115957260131836] and parameters: {'n_units_1': 87, 'n_units_2': 78, 'learning_rate': 0.00011120982957574752}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 396us/step
[I 2023-12-30 08:07:49,142] Trial 34 finished with values: [115.04527393264338, 96.59643395973205, 0.9603159427642822, 0.03220081329345703] and parameters: {'n_units_1': 12, 'n_units_2': 93, 'learning_rate': 0.00029210707530179247}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 391us/step
[I 2023-12-30 08:07:50,112] Trial 35 finished with values: [422.10569965041077, 336.3870646092486, 0.9366064071655273, 0.032353878021240234] and parameters: {'n_units_1': 16, 'n_units_2': 33, 'learning_rate': 3.955069361975346e-05}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 419us/step
[I 2023-12-30 08:07:51,112] Trial 36 finished with values: [422.2442434163615, 336.68758824320554, 0.9634602069854736, 0.035223960876464844] and parameters: {'n_units_1': 53, 'n_units_2': 75, 'learning_rate': 1.2200338143223503e-05}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 401us/step
[I 2023-12-30 08:07:52,114] Trial 37 finished with values: [418.774942253845, 333.4588866293621, 0.9685349464416504, 0.03267312049865723] and parameters: {'n_units_1': 49, 'n_units_2': 69, 'learning_rate': 3.4836080010533196e-05}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 397us/step
[I 2023-12-30 08:07:53,115] Trial 38 finished with values: [374.89993524589767, 297.20732668338775, 0.9681639671325684, 0.032388925552368164] and parameters: {'n_units_1': 59, 'n_units_2': 100, 'learning_rate': 8.129773040691169e-05}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 396us/step
[I 2023-12-30 08:07:54,079] Trial 39 finished with values: [9.097666794749722, 7.010338805351257, 0.9306108951568604, 0.03256797790527344] and parameters: {'n_units_1': 37, 'n_units_2': 20, 'learning_rate': 0.009615329429563231}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 407us/step
[I 2023-12-30 08:07:55,050] Trial 40 finished with values: [36.91423863550652, 31.058901763305663, 0.9371578693389893, 0.03285717964172363] and parameters: {'n_units_1': 80, 'n_units_2': 32, 'learning_rate': 0.000845549391389834}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 384us/step
[I 2023-12-30 08:07:56,188] Trial 41 finished with values: [199.80401718236496, 164.44652139427183, 1.1059279441833496, 0.03207993507385254] and parameters: {'n_units_1': 15, 'n_units_2': 78, 'learning_rate': 0.0002514676931029125}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 403us/step
[I 2023-12-30 08:07:57,161] Trial 42 finished with values: [16.244681265475748, 12.656809714355468, 0.9399881362915039, 0.03246474266052246] and parameters: {'n_units_1': 60, 'n_units_2': 42, 'learning_rate': 0.002867921133338387}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 394us/step
[I 2023-12-30 08:07:58,141] Trial 43 finished with values: [311.9621484916595, 255.22303195892334, 0.9457583427429199, 0.03265571594238281] and parameters: {'n_units_1': 87, 'n_units_2': 21, 'learning_rate': 0.00015224728952035666}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 406us/step
[I 2023-12-30 08:07:59,152] Trial 44 finished with values: [419.8127842578166, 333.6949031090927, 0.9782941341400146, 0.032629966735839844] and parameters: {'n_units_1': 79, 'n_units_2': 71, 'learning_rate': 2.2967393710224537e-05}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 397us/step
[I 2023-12-30 08:08:00,131] Trial 45 finished with values: [371.5689641427922, 292.9616684542847, 0.9448418617248535, 0.03276515007019043] and parameters: {'n_units_1': 31, 'n_units_2': 40, 'learning_rate': 0.00013926317583221954}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 416us/step
[I 2023-12-30 08:08:01,145] Trial 46 finished with values: [386.2686539288992, 305.6592747428131, 0.9806630611419678, 0.03297615051269531] and parameters: {'n_units_1': 83, 'n_units_2': 63, 'learning_rate': 7.586602025964206e-05}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 424us/step
[I 2023-12-30 08:08:02,205] Trial 47 finished with values: [8.10454951552962, 6.60597839958191, 1.026494026184082, 0.03309988975524902] and parameters: {'n_units_1': 79, 'n_units_2': 95, 'learning_rate': 0.008430133037725288}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 443us/step
[I 2023-12-30 08:08:03,224] Trial 48 finished with values: [17.10711322214249, 13.485136382751463, 0.9850900173187256, 0.03335404396057129] and parameters: {'n_units_1': 86, 'n_units_2': 52, 'learning_rate': 0.0019084515634309055}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 418us/step
[I 2023-12-30 08:08:04,264] Trial 49 finished with values: [50.39088322101902, 42.12987931564331, 1.0059289932250977, 0.03314685821533203] and parameters: {'n_units_1': 74, 'n_units_2': 77, 'learning_rate': 0.0004027397470827269}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 414us/step
[I 2023-12-30 08:08:05,241] Trial 50 finished with values: [11.076777985883087, 8.613216910018917, 0.9426989555358887, 0.03356528282165527] and parameters: {'n_units_1': 14, 'n_units_2': 77, 'learning_rate': 0.009615329429563231}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 400us/step
[I 2023-12-30 08:08:06,244] Trial 51 finished with values: [231.9428835319639, 194.5766395252991, 0.9694609642028809, 0.032836198806762695] and parameters: {'n_units_1': 63, 'n_units_2': 84, 'learning_rate': 0.00015224728952035666}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 454us/step
[I 2023-12-30 08:08:07,279] Trial 52 finished with values: [67.03739515311352, 57.147788559722905, 0.9974310398101807, 0.036273956298828125] and parameters: {'n_units_1': 81, 'n_units_2': 73, 'learning_rate': 0.00024107642922713927}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 416us/step
[I 2023-12-30 08:08:08,281] Trial 53 finished with values: [93.04020011892594, 78.75419460258485, 0.9682250022888184, 0.033408164978027344] and parameters: {'n_units_1': 39, 'n_units_2': 80, 'learning_rate': 0.0002463031966515422}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 413us/step
[I 2023-12-30 08:08:09,252] Trial 54 finished with values: [27.05506680851625, 21.597586300811763, 0.9370880126953125, 0.03258705139160156] and parameters: {'n_units_1': 22, 'n_units_2': 63, 'learning_rate': 0.0022035930173651993}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 399us/step
[I 2023-12-30 08:08:10,225] Trial 55 finished with values: [403.8984379212814, 320.63408423362733, 0.9397451877593994, 0.032788991928100586] and parameters: {'n_units_1': 34, 'n_units_2': 63, 'learning_rate': 7.835843669854851e-05}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 389us/step
[I 2023-12-30 08:08:11,217] Trial 56 finished with values: [39.54673042510012, 32.883209852294925, 0.959043025970459, 0.03279423713684082] and parameters: {'n_units_1': 86, 'n_units_2': 48, 'learning_rate': 0.0006035051463460702}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 409us/step
[I 2023-12-30 08:08:12,187] Trial 57 finished with values: [8.603883703001259, 6.709008929672243, 0.9365520477294922, 0.03254389762878418] and parameters: {'n_units_1': 35, 'n_units_2': 83, 'learning_rate': 0.008623824154694709}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 413us/step
[I 2023-12-30 08:08:13,172] Trial 58 finished with values: [422.5835314347583, 337.2025873405491, 0.9514181613922119, 0.03273606300354004] and parameters: {'n_units_1': 79, 'n_units_2': 11, 'learning_rate': 1.6373679014648718e-05}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 394us/step
[I 2023-12-30 08:08:14,145] Trial 59 finished with values: [236.5399507205165, 202.480419399128, 0.9401810169219971, 0.03232598304748535] and parameters: {'n_units_1': 16, 'n_units_2': 33, 'learning_rate': 0.00029210707530179247}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 371us/step
[I 2023-12-30 08:08:15,122] Trial 60 finished with values: [416.2256576229151, 330.9855306714964, 0.9433329105377197, 0.032012224197387695] and parameters: {'n_units_1': 20, 'n_units_2': 73, 'learning_rate': 6.057355705806203e-05}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 487us/step
[I 2023-12-30 08:08:16,150] Trial 61 finished with values: [55.300237479147484, 46.24497409225464, 0.9939372539520264, 0.03406095504760742] and parameters: {'n_units_1': 93, 'n_units_2': 100, 'learning_rate': 0.0002591700287784615}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 399us/step
[I 2023-12-30 08:08:17,135] Trial 62 finished with values: [20.757181056786077, 16.492084823226932, 0.9514679908752441, 0.03219485282897949] and parameters: {'n_units_1': 32, 'n_units_2': 84, 'learning_rate': 0.002372488114852147}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 398us/step
[I 2023-12-30 08:08:18,110] Trial 63 finished with values: [48.62660588093525, 39.69909340324402, 0.9418349266052246, 0.032219886779785156] and parameters: {'n_units_1': 23, 'n_units_2': 84, 'learning_rate': 0.0006035051463460702}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 393us/step
[I 2023-12-30 08:08:19,086] Trial 64 finished with values: [380.62778140622214, 304.88981730939867, 0.9417688846588135, 0.03341317176818848] and parameters: {'n_units_1': 59, 'n_units_2': 25, 'learning_rate': 0.00011837586588438587}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 397us/step
[I 2023-12-30 08:08:20,290] Trial 65 finished with values: [16.509617814119338, 12.981655709381105, 1.1724989414215088, 0.031281232833862305] and parameters: {'n_units_1': 87, 'n_units_2': 77, 'learning_rate': 0.0019084515634309055}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 386us/step
[I 2023-12-30 08:08:21,260] Trial 66 finished with values: [9.003853108943597, 7.150458014373779, 0.937363862991333, 0.03220510482788086] and parameters: {'n_units_1': 90, 'n_units_2': 16, 'learning_rate': 0.006039887349040627}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 397us/step
[I 2023-12-30 08:08:22,230] Trial 67 finished with values: [51.59257583416148, 43.279103704681404, 0.9358279705047607, 0.03270697593688965] and parameters: {'n_units_1': 26, 'n_units_2': 32, 'learning_rate': 0.000845549391389834}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 409us/step
[I 2023-12-30 08:08:23,225] Trial 68 finished with values: [26.276700580054904, 21.546226427764893, 0.9589729309082031, 0.03530597686767578] and parameters: {'n_units_1': 51, 'n_units_2': 41, 'learning_rate': 0.0019788045759337575}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 399us/step
[I 2023-12-30 08:08:24,232] Trial 69 finished with values: [422.99365349358175, 337.4733614728697, 0.9733202457427979, 0.03328990936279297] and parameters: {'n_units_1': 19, 'n_units_2': 42, 'learning_rate': 1.2578693419729416e-05}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 413us/step
[I 2023-12-30 08:08:25,223] Trial 70 finished with values: [8.501586268170563, 6.676392252807617, 0.9558680057525635, 0.03423023223876953] and parameters: {'n_units_1': 59, 'n_units_2': 61, 'learning_rate': 0.006239857593846909}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 412us/step
[I 2023-12-30 08:08:26,233] Trial 71 finished with values: [18.842405969267546, 14.918130892944337, 0.9768900871276855, 0.03268003463745117] and parameters: {'n_units_1': 71, 'n_units_2': 81, 'learning_rate': 0.0017144770261318936}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 392us/step
[I 2023-12-30 08:08:27,207] Trial 72 finished with values: [420.33082897224654, 335.0576237134826, 0.9408690929412842, 0.032431840896606445] and parameters: {'n_units_1': 12, 'n_units_2': 11, 'learning_rate': 9.472228056712864e-05}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 440us/step
[I 2023-12-30 08:08:28,219] Trial 73 finished with values: [167.99680030445543, 144.17455698181152, 0.9758501052856445, 0.0350949764251709] and parameters: {'n_units_1': 86, 'n_units_2': 52, 'learning_rate': 0.00017824059129982318}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 393us/step
[I 2023-12-30 08:08:29,220] Trial 74 finished with values: [21.079712783721533, 16.961146983413695, 0.9667150974273682, 0.03314089775085449] and parameters: {'n_units_1': 94, 'n_units_2': 33, 'learning_rate': 0.0015476121869061423}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 392us/step
[I 2023-12-30 08:08:30,192] Trial 75 finished with values: [18.41851591576573, 14.142846853027345, 0.9391441345214844, 0.032881736755371094] and parameters: {'n_units_1': 60, 'n_units_2': 26, 'learning_rate': 0.00318690790669733}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 424us/step
[I 2023-12-30 08:08:31,192] Trial 76 finished with values: [27.962383935881594, 22.244470549163815, 0.9655358791351318, 0.03304314613342285] and parameters: {'n_units_1': 86, 'n_units_2': 47, 'learning_rate': 0.0011291549063045634}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 414us/step
[I 2023-12-30 08:08:32,184] Trial 77 finished with values: [421.33040735342314, 335.73455977382184, 0.9596390724182129, 0.03220510482788086] and parameters: {'n_units_1': 87, 'n_units_2': 46, 'learning_rate': 1.2578693419729416e-05}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 420us/step
[I 2023-12-30 08:08:33,157] Trial 78 finished with values: [25.819672310509446, 20.818396122131347, 0.9400150775909424, 0.03227972984313965] and parameters: {'n_units_1': 51, 'n_units_2': 40, 'learning_rate': 0.0015476121869061423}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 401us/step
[I 2023-12-30 08:08:34,152] Trial 79 finished with values: [9.756039473030294, 7.533162210998535, 0.960853099822998, 0.032547950744628906] and parameters: {'n_units_1': 57, 'n_units_2': 84, 'learning_rate': 0.005837570912806298}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 403us/step
[I 2023-12-30 08:08:35,118] Trial 80 finished with values: [421.5899059623814, 336.19525864647744, 0.9329249858856201, 0.03245997428894043] and parameters: {'n_units_1': 37, 'n_units_2': 20, 'learning_rate': 3.4335252332657e-05}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 401us/step
[I 2023-12-30 08:08:36,113] Trial 81 finished with values: [27.142971527829765, 21.945161195983882, 0.961381196975708, 0.0333249568939209] and parameters: {'n_units_1': 71, 'n_units_2': 59, 'learning_rate': 0.0011291549063045634}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 399us/step
[I 2023-12-30 08:08:37,114] Trial 82 finished with values: [58.06422711310522, 48.806456794281004, 0.9687297344207764, 0.03198838233947754] and parameters: {'n_units_1': 77, 'n_units_2': 64, 'learning_rate': 0.0003380815469882718}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 399us/step
[I 2023-12-30 08:08:38,086] Trial 83 finished with values: [366.170522870642, 293.21770162521364, 0.9388320446014404, 0.0318911075592041] and parameters: {'n_units_1': 40, 'n_units_2': 59, 'learning_rate': 0.0001177458293872354}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 452us/step
[I 2023-12-30 08:08:39,095] Trial 84 finished with values: [418.3452215074489, 332.8923812192869, 0.9723060131072998, 0.03603506088256836] and parameters: {'n_units_1': 53, 'n_units_2': 89, 'learning_rate': 3.2333564289053185e-05}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 395us/step
[I 2023-12-30 08:08:40,115] Trial 85 finished with values: [422.32320715407485, 336.64682410569907, 0.9857218265533447, 0.03329610824584961] and parameters: {'n_units_1': 16, 'n_units_2': 59, 'learning_rate': 2.2769547439620164e-05}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 393us/step
[I 2023-12-30 08:08:41,090] Trial 86 finished with values: [421.92011357804034, 336.424799001981, 0.9412438869476318, 0.03288388252258301] and parameters: {'n_units_1': 60, 'n_units_2': 53, 'learning_rate': 1.5911507879736392e-05}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 413us/step
[I 2023-12-30 08:08:42,099] Trial 87 finished with values: [41.019430438191335, 34.679341820983886, 0.976093053817749, 0.03223919868469238] and parameters: {'n_units_1': 74, 'n_units_2': 77, 'learning_rate': 0.0005675768284739388}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 431us/step
[I 2023-12-30 08:08:43,130] Trial 88 finished with values: [9.80634092994079, 7.7703978681945785, 0.9966211318969727, 0.03328990936279297] and parameters: {'n_units_1': 69, 'n_units_2': 82, 'learning_rate': 0.0037884953625345746}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 403us/step
[I 2023-12-30 08:08:44,149] Trial 89 finished with values: [9.267987690742446, 7.1856048052215575, 0.9851951599121094, 0.03302502632141113] and parameters: {'n_units_1': 80, 'n_units_2': 71, 'learning_rate': 0.0038159972641811043}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 403us/step
[I 2023-12-30 08:08:45,148] Trial 90 finished with values: [53.190785103563265, 44.29460285736084, 0.9649760723114014, 0.033307790756225586] and parameters: {'n_units_1': 59, 'n_units_2': 63, 'learning_rate': 0.0004013654700120465}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 384us/step
[I 2023-12-30 08:08:46,125] Trial 91 finished with values: [264.0948149210247, 225.7726671975708, 0.9446477890014648, 0.03228116035461426] and parameters: {'n_units_1': 79, 'n_units_2': 11, 'learning_rate': 0.0002681361341111856}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 386us/step
[I 2023-12-30 08:08:47,143] Trial 92 finished with values: [12.110985852734949, 9.706139457550048, 0.9833080768585205, 0.03310585021972656] and parameters: {'n_units_1': 74, 'n_units_2': 77, 'learning_rate': 0.0025829480926188113}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 388us/step
[I 2023-12-30 08:08:48,347] Trial 93 finished with values: [27.653534667994574, 22.35590758522034, 1.171882152557373, 0.03220772743225098] and parameters: {'n_units_1': 51, 'n_units_2': 48, 'learning_rate': 0.0015476121869061423}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 412us/step
[I 2023-12-30 08:08:49,314] Trial 94 finished with values: [9.835533957461616, 7.6031298466491695, 0.9332149028778076, 0.0325169563293457] and parameters: {'n_units_1': 26, 'n_units_2': 59, 'learning_rate': 0.008567466948074915}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 399us/step
[I 2023-12-30 08:08:50,363] Trial 95 finished with values: [421.642783883342, 336.1326581886601, 1.0157427787780762, 0.032618045806884766] and parameters: {'n_units_1': 89, 'n_units_2': 100, 'learning_rate': 1.0997800567317596e-05}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 396us/step
[I 2023-12-30 08:08:51,369] Trial 96 finished with values: [422.42524624884464, 336.67950489284516, 0.9725511074066162, 0.0321507453918457] and parameters: {'n_units_1': 53, 'n_units_2': 100, 'learning_rate': 1.2200338143223503e-05}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 411us/step
[I 2023-12-30 08:08:52,367] Trial 97 finished with values: [417.8836326887754, 332.1540172851276, 0.9654748439788818, 0.03253507614135742] and parameters: {'n_units_1': 75, 'n_units_2': 64, 'learning_rate': 2.667778987553956e-05}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 401us/step
[I 2023-12-30 08:08:53,379] Trial 98 finished with values: [8.440255541885708, 6.5890027900695785, 0.9783499240875244, 0.032729148864746094] and parameters: {'n_units_1': 96, 'n_units_2': 59, 'learning_rate': 0.005837570912806298}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 404us/step
[I 2023-12-30 08:08:54,364] Trial 99 finished with values: [421.17841740586334, 335.69357745381114, 0.9515540599822998, 0.03223609924316406] and parameters: {'n_units_1': 44, 'n_units_2': 75, 'learning_rate': 1.9096678203386274e-05}.
Best Lasso Params: {'alpha': 0.15590150110939388}
Best Lasso Alpha: 0.15590150110939388
Lasso RMSE: 0.0007706147022338535
Lasso MAE: 0.0006009199542745059
Lasso Training Time: 0.004982948303222656
Lasso Testing Time: 0.005544185638427734
Best Ridge Params: {'alpha': 1.2651685887807377e-05}
Best Ridge Alpha: 1.2651685887807377e-05
Ridge RMSE: 2.1019231782624017e-10
Ridge MAE: 1.5577892753526613e-10
Ridge Training Time: 0.0016109943389892578
Ridge Testing Time: 0.0023238658905029297
Best Neural Network Params: {'n_units_1': 57, 'n_units_2': 100, 'learning_rate': 0.008163878173730859}
Best Neural Network RMSE: 6.101408553445697
Best Neural Network MAE: 4.7383009071350095
Neural Network Training Time: 1.128363847732544
Neural Network Testing Time: 0.05013084411621094
# Print results for Lasso Regression
print(f"Optimized Lasso Regression RMSE: {lasso_rmse}")
print(f"Optimized Lasso Regression MAE: {lasso_mae}")
print(f"Best Lasso Hyperparameters: {best_lasso_params}")
print(f"Lasso Training Time: {lasso_training_time} seconds")
print(f"Lasso Testing Time: {lasso_testing_time} seconds")
print()
# Print results for Ridge Regression
print(f"Optimized Ridge Regression RMSE: {ridge_rmse}")
print(f"Optimized Ridge Regression MAE: {ridge_mae}")
print(f"Best Ridge Hyperparameters: {best_ridge_params}")
print(f"Ridge Training Time: {ridge_training_time} seconds")
print(f"Ridge Testing Time: {ridge_testing_time} seconds")
print()
# Print results for Neural Network
print(f"Optimized Neural Network RMSE: {best_nn_rmse}")
print(f"Optimized Neural Network MAE: {best_nn_mae}")
print(f"Best Neural Network Hyperparameters: {best_nn_params}")
print(f"Neural Network Training Time: {nn_training_time} seconds")
print(f"Neural Network Testing Time: {nn_testing_time} seconds")
Optimized Lasso Regression RMSE: 0.0007706147022338535
Optimized Lasso Regression MAE: 0.0006009199542745059
Best Lasso Hyperparameters: {'alpha': 0.15590150110939388}
Lasso Training Time: 0.004982948303222656 seconds
Lasso Testing Time: 0.005544185638427734 seconds
Optimized Ridge Regression RMSE: 2.1019231782624017e-10
Optimized Ridge Regression MAE: 1.5577892753526613e-10
Best Ridge Hyperparameters: {'alpha': 1.2651685887807377e-05}
Ridge Training Time: 0.0016109943389892578 seconds
Ridge Testing Time: 0.0023238658905029297 seconds
Optimized Neural Network RMSE: 6.101408553445697
Optimized Neural Network MAE: 4.7383009071350095
Best Neural Network Hyperparameters: {'n_units_1': 57, 'n_units_2': 100, 'learning_rate': 0.008163878173730859}
Neural Network Training Time: 1.128363847732544 seconds
Neural Network Testing Time: 0.05013084411621094 seconds
# Visualize optimization history for Lasso
plt.figure(figsize=(10, 5))
for objective in lasso_study.directions:
trials = lasso_study.get_trials(deepcopy=False, states=[optuna.trial.TrialState.COMPLETE])
objective_values = [trial.values[objective] for trial in trials]
plt.plot(np.arange(len(objective_values)) + 1, objective_values, label=objective)
plt.xlabel('Number of Trials')
plt.ylabel('Objective Value')
plt.title('Optimization History - Lasso Study')
plt.legend()
plt.show()
# Visualize optimization history for Ridge
plt.figure(figsize=(10, 5))
for objective in ridge_study.directions:
trials = ridge_study.get_trials(deepcopy=False, states=[optuna.trial.TrialState.COMPLETE])
objective_values = [trial.values[objective] for trial in trials]
plt.plot(np.arange(len(objective_values)) + 1, objective_values, label=objective)
plt.xlabel('Number of Trials')
plt.ylabel('Objective Value')
plt.title('Optimization History - Ridge Study')
plt.legend()
plt.show()
# Visualize optimization history for Neural Network
plt.figure(figsize=(10, 5))
for objective in nn_study.directions:
trials = nn_study.get_trials(deepcopy=False, states=[optuna.trial.TrialState.COMPLETE])
objective_values = [trial.values[objective] for trial in trials]
plt.plot(np.arange(len(objective_values)) + 1, objective_values, label=objective)
plt.xlabel('Number of Trials')
plt.ylabel('Objective Value')
plt.title('Optimization History - Neural Network Study')
plt.legend()
plt.show()
import numpy as np
import pyswarms as ps
from sklearn.linear_model import Lasso, Ridge
from sklearn.neural_network import MLPRegressor
from sklearn.metrics import mean_squared_error, mean_absolute_error
from sklearn.model_selection import train_test_split
import time
# Assuming X and y are your features and target variable
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)
# Lasso
def lasso_objective(params):
alpha = params[0][0] # Extract alpha from params
# Clip alpha to ensure it is within the acceptable range
alpha = np.clip(alpha, 0.0, np.inf)
lasso_model = Lasso(alpha=alpha)
lasso_model.fit(X_train, y_train)
y_pred = lasso_model.predict(X_test)
rmse = mean_squared_error(y_test, y_pred, squared=False)
mae = mean_absolute_error(y_test, y_pred)
# Return the sum of RMSE and MAE as the overall performance
return rmse + mae
# Ridge Regression
def ridge_objective(params):
alpha = params[0][0] # Extract alpha from params
# Clip alpha to ensure it is within the acceptable range
alpha = np.clip(alpha, 0.0, np.inf)
ridge_model = Ridge(alpha=alpha)
ridge_model.fit(X_train, y_train)
y_pred = ridge_model.predict(X_test)
rmse = mean_squared_error(y_test, y_pred, squared=False)
mae = mean_absolute_error(y_test, y_pred)
# Return the sum of RMSE and MAE as the overall performance
return rmse + mae
def nn_objective(params):
# Assuming params contains hyperparameters for the neural network
hidden_layer_sizes = tuple(np.maximum(params[0].astype(int), 1)) # Replace zero or negative values with 1
# Ensure that hidden_layer_sizes is a tuple of integers
hidden_layer_sizes = tuple(int(size) for size in hidden_layer_sizes)
nn_model = MLPRegressor(hidden_layer_sizes=hidden_layer_sizes, max_iter=1000)
nn_model.fit(X_train, y_train)
y_pred = nn_model.predict(X_test)
rmse = mean_squared_error(y_test, y_pred, squared=False)
mae = mean_absolute_error(y_test, y_pred)
# Return the sum of RMSE and MAE as the overall performance
return rmse + mae
# Set up PSO options
options = {'c1': 0.5, 'c2': 0.3, 'w': 0.9}
# Lasso Optimization
start_time = time.time()
dimensions_lasso = (1) # Only one parameter, alpha
center_lasso = [0.5] # Set the center as a scalar
optimizer_lasso = ps.single.GlobalBestPSO(n_particles=10, dimensions=dimensions_lasso, options=options, center=center_lasso)
best_params_lasso = optimizer_lasso.optimize(lasso_objective, iters=100)
lasso_training_time = time.time() - start_time
# Ridge Optimization
start_time = time.time()
dimensions_ridge = (1) # Only one parameter, alpha
center_ridge = [0.5] # Set the center as a scalar
optimizer_ridge = ps.single.GlobalBestPSO(n_particles=10, dimensions=dimensions_ridge, options=options, center=center_ridge)
best_params_ridge = optimizer_ridge.optimize(ridge_objective, iters=100)
ridge_training_time = time.time() - start_time
# Neural Network Optimization
start_time = time.time()
dimensions_nn = (3) # Example: Three hidden layers
center_nn = [0.5] # Set the center as a scalar
optimizer_nn = ps.single.GlobalBestPSO(n_particles=10, dimensions=dimensions_nn, options=options, center=center_nn)
best_params_nn = optimizer_nn.optimize(nn_objective, iters=100)
nn_training_time = time.time() - start_time
# Extract best hyperparameters
best_alpha_lasso = best_params_lasso[0]
best_alpha_ridge = best_params_ridge[0]
if hasattr(best_params_nn[0], '__iter__'):
# Ensure that all elements are at least 1
best_hidden_layer_sizes_nn = tuple(max(1, int(param)) for param in best_params_nn[0])
else:
best_hidden_layer_sizes_nn = (max(1, int(best_params_nn[0])),)
# Train final models with best hyperparameters
start_time = time.time()
final_lasso_model = Lasso(alpha=best_alpha_lasso)
final_lasso_model.fit(X_train, y_train)
lasso_testing_time = time.time() - start_time
start_time = time.time()
final_ridge_model = Ridge(alpha=np.clip(best_alpha_ridge, 0.0, np.inf))
final_ridge_model.fit(X_train, y_train)
ridge_testing_time = time.time() - start_time
start_time = time.time()
final_nn_model = MLPRegressor(hidden_layer_sizes=best_hidden_layer_sizes_nn, max_iter=1000)
final_nn_model.fit(X_train, y_train)
nn_testing_time = time.time() - start_time
# Evaluate final models on test set
y_pred_lasso = final_lasso_model.predict(X_test)
rmse_lasso, mae_lasso = mean_squared_error(y_test, y_pred_lasso, squared=False), mean_absolute_error(y_test, y_pred_lasso)
y_pred_ridge = final_ridge_model.predict(X_test)
rmse_ridge, mae_ridge = mean_squared_error(y_test, y_pred_ridge, squared=False), mean_absolute_error(y_test, y_pred_ridge)
y_pred_nn = final_nn_model.predict(X_test)
rmse_nn, mae_nn = mean_squared_error(y_test, y_pred_nn, squared=False), mean_absolute_error(y_test, y_pred_nn)
# Print results
print(f"Optimal alpha for Lasso: {best_alpha_lasso}")
print(f"RMSE for Lasso on test set: {rmse_lasso}")
print(f"MAE for Lasso on test set: {mae_lasso}")
print(f"Training time for Lasso: {lasso_training_time:.4f} seconds")
print(f"Testing time for Lasso: {lasso_testing_time:.4f} seconds")
print(f"\nOptimal alpha for Ridge: {best_alpha_ridge}")
print(f"RMSE for Ridge on test set: {rmse_ridge}")
print(f"MAE for Ridge on test set: {mae_ridge}")
print(f"Training time for Ridge: {ridge_training_time:.4f} seconds")
print(f"Testing time for Ridge: {ridge_testing_time:.4f} seconds")
print(f"\nOptimal hidden layer sizes for Neural Network: {best_hidden_layer_sizes_nn}")
print(f"RMSE for Neural Network on test set: {rmse_nn}")
print(f"MAE for Neural Network on test set: {mae_nn}")
print(f"Training time for Neural Network: {nn_training_time:.4f} seconds")
print(f"Testing time for Neural Network: {nn_testing_time:.4f} seconds")
2023-12-30 08:08:54,678 - pyswarms.single.global_best - INFO - Optimize for 100 iters with {'c1': 0.5, 'c2': 0.3, 'w': 0.9}
pyswarms.single.global_best: 100%|███████████████████|100/100, best_cost=0.00146
2023-12-30 08:08:56,257 - pyswarms.single.global_best - INFO - Optimization finished | best cost: 0.0014615798944442138, best pos: [0.17614003]
2023-12-30 08:08:56,272 - pyswarms.single.global_best - INFO - Optimize for 100 iters with {'c1': 0.5, 'c2': 0.3, 'w': 0.9}
pyswarms.single.global_best: 100%|██████████████████|100/100, best_cost=2.21e-13
2023-12-30 08:08:56,942 - pyswarms.single.global_best - INFO - Optimization finished | best cost: 2.2056468595357663e-13, best pos: [-0.31631752]
2023-12-30 08:08:56,949 - pyswarms.single.global_best - INFO - Optimize for 100 iters with {'c1': 0.5, 'c2': 0.3, 'w': 0.9}
pyswarms.single.global_best: 100%|██████████████████████|100/100, best_cost=1.63
2023-12-30 08:09:41,450 - pyswarms.single.global_best - INFO - Optimization finished | best cost: 1.6298119860984888, best pos: [ 0.0326918 -0.25104825 -0.01971938]
Optimal alpha for Lasso: 0.0014615798944442138 RMSE for Lasso on test set: 0.019228875375849462 MAE for Lasso on test set: 0.01381462109880304 Training time for Lasso: 1.5822 seconds Testing time for Lasso: 0.0220 seconds Optimal alpha for Ridge: 2.2056468595357663e-13 RMSE for Ridge on test set: 1.433006450860558e-13 MAE for Ridge on test set: 1.0966338948037446e-13 Training time for Ridge: 0.6857 seconds Testing time for Ridge: 0.0034 seconds Optimal hidden layer sizes for Neural Network: (1,) RMSE for Neural Network on test set: 418.80592089671035 MAE for Neural Network on test set: 332.173739237135 Training time for Neural Network: 44.5070 seconds Testing time for Neural Network: 0.3695 seconds
import time
import numpy as np
from sklearn.linear_model import Lasso, Ridge
from sklearn.neural_network import MLPRegressor
from sklearn.metrics import mean_squared_error, mean_absolute_error
from sklearn.model_selection import train_test_split
from scipy.optimize import differential_evolution
# Assuming X and y are your features and target variable
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)
# Lasso
def lasso_objective(alpha_array):
alpha = np.clip(alpha_array[0], 0.0, np.inf)
lasso_model = Lasso(alpha=alpha)
start_time = time.time()
lasso_model.fit(X_train, y_train)
end_time = time.time()
training_time = end_time - start_time
start_time = time.time()
y_pred = lasso_model.predict(X_test)
end_time = time.time()
testing_time = end_time - start_time
rmse = mean_squared_error(y_test, y_pred, squared=False)
mae = mean_absolute_error(y_test, y_pred)
print(f"Training time for Lasso: {training_time} seconds")
print(f"Testing time for Lasso: {testing_time} seconds")
print(f"RMSE for Lasso: {rmse}")
print(f"MAE for Lasso: {mae}")
return rmse
# Ridge
def ridge_objective(alpha):
alpha = np.clip(alpha, 0.0, np.inf)
ridge_model = Ridge(alpha=alpha)
start_time = time.time()
ridge_model.fit(X_train, y_train)
end_time = time.time()
training_time = end_time - start_time
start_time = time.time()
y_pred = ridge_model.predict(X_test)
end_time = time.time()
testing_time = end_time - start_time
rmse = mean_squared_error(y_test, y_pred, squared=False)
mae = mean_absolute_error(y_test, y_pred)
print(f"Training time for Ridge: {training_time} seconds")
print(f"Testing time for Ridge: {testing_time} seconds")
print(f"RMSE for Ridge: {rmse}")
print(f"MAE for Ridge: {mae}")
return rmse
# Neural Network
def nn_objective(params):
hidden_layer_sizes = tuple(np.maximum(params.astype(int), 1))
nn_model = MLPRegressor(hidden_layer_sizes=hidden_layer_sizes, max_iter=100)
start_time = time.time()
nn_model.fit(X_train, y_train)
end_time = time.time()
training_time = end_time - start_time
start_time = time.time()
y_pred = nn_model.predict(X_test)
end_time = time.time()
testing_time = end_time - start_time
rmse = mean_squared_error(y_test, y_pred, squared=False)
mae = mean_absolute_error(y_test, y_pred)
print(f"Training time for Neural Network: {training_time} seconds")
print(f"Testing time for Neural Network: {testing_time} seconds")
print(f"RMSE for Neural Network: {rmse}")
print(f"MAE for Neural Network: {mae}")
return rmse
# Differential Evolution Optimization
result_lasso = differential_evolution(lasso_objective, bounds=[(1e-5, 1e2)], maxiter=50)
result_ridge = differential_evolution(ridge_objective, bounds=[(1e-5, 1e2)], maxiter=50)
result_nn = differential_evolution(nn_objective, bounds=[(10, 100), (10, 100), (1e-5, 1e-2)], maxiter=50)
# Extract best hyperparameters
best_alpha_lasso = np.clip(result_lasso.x[0], 0.0, np.inf)
best_alpha_ridge = np.clip(result_ridge.x[0], 0.0, np.inf)
best_hidden_layer_sizes_nn = tuple(np.maximum(result_nn.x[:2].astype(int), 1))
best_learning_rate_nn = result_nn.x[2]
# Train final models with best hyperparameters
final_lasso_model = Lasso(alpha=best_alpha_lasso)
start_time = time.time()
final_lasso_model.fit(X_train, y_train)
end_time = time.time()
training_time_lasso = end_time - start_time
final_ridge_model = Ridge(alpha=best_alpha_ridge)
start_time = time.time()
final_ridge_model.fit(X_train, y_train)
end_time = time.time()
training_time_ridge = end_time - start_time
final_nn_model = MLPRegressor(hidden_layer_sizes=best_hidden_layer_sizes_nn, learning_rate_init=best_learning_rate_nn, max_iter=1000)
start_time = time.time()
final_nn_model.fit(X_train, y_train)
end_time = time.time()
training_time_nn = end_time - start_time
# Evaluate final models on test set
start_time = time.time()
y_pred_lasso = final_lasso_model.predict(X_test)
end_time = time.time()
testing_time_lasso = end_time - start_time
rmse_lasso = mean_squared_error(y_test, y_pred_lasso, squared=False)
mae_lasso = mean_absolute_error(y_test, y_pred_lasso)
start_time = time.time()
y_pred_ridge = final_ridge_model.predict(X_test)
end_time = time.time()
testing_time_ridge = end_time - start_time
rmse_ridge = mean_squared_error(y_test, y_pred_ridge, squared=False)
mae_ridge = mean_absolute_error(y_test, y_pred_ridge)
start_time = time.time()
y_pred_nn = final_nn_model.predict(X_test)
end_time = time.time()
testing_time_nn = end_time - start_time
rmse_nn = mean_squared_error(y_test, y_pred_nn, squared=False)
mae_nn = mean_absolute_error(y_test, y_pred_nn)
# Print results
print(f"\nOptimal alpha for Lasso: {best_alpha_lasso}")
print(f"RMSE for Lasso on test set: {rmse_lasso}")
print(f"MAE for Lasso on test set: {mae_lasso}")
print(f"Training time for Lasso: {training_time_lasso} seconds")
print(f"Testing time for Lasso: {testing_time_lasso} seconds")
print(f"\nOptimal alpha for Ridge: {best_alpha_ridge}")
print(f"RMSE for Ridge on test set: {rmse_ridge}")
print(f"MAE for Ridge on test set: {mae_ridge}")
print(f"Training time for Ridge: {training_time_ridge} seconds")
print(f"Testing time for Ridge: {testing_time_ridge} seconds")
print(f"\nOptimal hidden layer sizes for Neural Network: {best_hidden_layer_sizes_nn}")
print(f"Optimal learning rate for Neural Network: {best_learning_rate_nn}")
print(f"RMSE for Neural Network on test set: {rmse_nn}")
print(f"MAE for Neural Network on test set: {mae_nn}")
print(f"Training time for Neural Network: {training_time_nn} seconds")
print(f"Testing time for Neural Network: {testing_time_nn} seconds")
Training time for Lasso: 0.013217926025390625 seconds Testing time for Lasso: 0.0018401145935058594 seconds RMSE for Lasso: 0.06660286920314977 MAE for Lasso: 0.0546120846805201 Training time for Lasso: 0.0022416114807128906 seconds Testing time for Lasso: 0.0013310909271240234 seconds RMSE for Lasso: 0.26520780321410825 MAE for Lasso: 0.21746136736073093 Training time for Lasso: 0.003058910369873047 seconds Testing time for Lasso: 0.00041985511779785156 seconds RMSE for Lasso: 0.17306587944829963 MAE for Lasso: 0.1419081276350357 Training time for Lasso: 0.0033349990844726562 seconds Testing time for Lasso: 0.0002942085266113281 seconds RMSE for Lasso: 0.028164622393643042 MAE for Lasso: 0.02309403125659493 Training time for Lasso: 0.0033559799194335938 seconds Testing time for Lasso: 0.00028896331787109375 seconds RMSE for Lasso: 0.04976331924406295 MAE for Lasso: 0.04080422716100963 Training time for Lasso: 0.002195119857788086 seconds Testing time for Lasso: 0.0003421306610107422 seconds RMSE for Lasso: 0.2908732687258786 MAE for Lasso: 0.2385061750794295 Training time for Lasso: 0.004409074783325195 seconds Testing time for Lasso: 0.0003027915954589844 seconds RMSE for Lasso: 0.14003153186698009 MAE for Lasso: 0.11482108755611184 Training time for Lasso: 0.0009222030639648438 seconds Testing time for Lasso: 0.0002779960632324219 seconds RMSE for Lasso: 0.2031521558236474 MAE for Lasso: 0.16657784971743098 Training time for Lasso: 0.0007281303405761719 seconds Testing time for Lasso: 0.00027489662170410156 seconds RMSE for Lasso: 0.42531884899895195 MAE for Lasso: 0.3487469725501892 Training time for Lasso: 0.0007367134094238281 seconds Testing time for Lasso: 0.00028204917907714844 seconds RMSE for Lasso: 0.3703989309410371 MAE for Lasso: 0.3037145099624569 Training time for Lasso: 0.0007479190826416016 seconds Testing time for Lasso: 0.0003008842468261719 seconds RMSE for Lasso: 0.34471470296274026 MAE for Lasso: 0.28265431766013316 Training time for Lasso: 0.0012760162353515625 seconds Testing time for Lasso: 0.0002779960632324219 seconds RMSE for Lasso: 0.1071038831874051 MAE for Lasso: 0.08782153694313294 Training time for Lasso: 0.0007963180541992188 seconds Testing time for Lasso: 0.0002758502960205078 seconds RMSE for Lasso: 0.3094595165478303 MAE for Lasso: 0.2537462653651808 Training time for Lasso: 0.0008690357208251953 seconds Testing time for Lasso: 0.00027871131896972656 seconds RMSE for Lasso: 0.22295962805797503 MAE for Lasso: 0.18281930243427005 Training time for Lasso: 0.0007951259613037109 seconds Testing time for Lasso: 0.00030803680419921875 seconds RMSE for Lasso: 0.4427779590786887 MAE for Lasso: 0.36306284827039265 Training time for Lasso: 0.0014231204986572266 seconds Testing time for Lasso: 0.000396728515625 seconds RMSE for Lasso: 0.11540001316496137 MAE for Lasso: 0.09462408101181746 Training time for Lasso: 0.001451730728149414 seconds Testing time for Lasso: 0.0002899169921875 seconds RMSE for Lasso: 0.1043319949808533 MAE for Lasso: 0.08554868300648201 Training time for Lasso: 0.002635955810546875 seconds Testing time for Lasso: 0.0009341239929199219 seconds RMSE for Lasso: 0.0022797717805173386 MAE for Lasso: 0.0018578427314651336 Training time for Lasso: 0.001405954360961914 seconds Testing time for Lasso: 0.0003299713134765625 seconds RMSE for Lasso: 0.3073762077863735 MAE for Lasso: 0.25203802312490636 Training time for Lasso: 0.005915164947509766 seconds Testing time for Lasso: 0.0002980232238769531 seconds RMSE for Lasso: 0.01444908371697278 MAE for Lasso: 0.011847756604896587 Training time for Lasso: 0.0008299350738525391 seconds Testing time for Lasso: 0.00028705596923828125 seconds RMSE for Lasso: 0.2873489606713283 MAE for Lasso: 0.2356163624900045 Training time for Lasso: 0.0012328624725341797 seconds Testing time for Lasso: 0.0009641647338867188 seconds RMSE for Lasso: 0.16031092740348976 MAE for Lasso: 0.13144950131006022 Training time for Lasso: 0.002084970474243164 seconds Testing time for Lasso: 0.0008919239044189453 seconds RMSE for Lasso: 0.24730312538979443 MAE for Lasso: 0.20278014126315974 Training time for Lasso: 0.004168033599853516 seconds Testing time for Lasso: 0.0002970695495605469 seconds RMSE for Lasso: 0.08836775160835499 MAE for Lasso: 0.07245854708064911 Training time for Lasso: 0.001032114028930664 seconds Testing time for Lasso: 0.0002779960632324219 seconds RMSE for Lasso: 0.16089710632147244 MAE for Lasso: 0.1319301480613121 Training time for Lasso: 0.0025458335876464844 seconds Testing time for Lasso: 0.00027298927307128906 seconds RMSE for Lasso: 0.038148559653456225 MAE for Lasso: 0.03128051982084673 Training time for Lasso: 0.0010650157928466797 seconds Testing time for Lasso: 0.0009987354278564453 seconds RMSE for Lasso: 0.1764740315126278 MAE for Lasso: 0.14470269626801147 Training time for Lasso: 0.006614208221435547 seconds Testing time for Lasso: 0.0003147125244140625 seconds RMSE for Lasso: 0.05963377739889701 MAE for Lasso: 0.04889766672355342 Training time for Lasso: 0.001544952392578125 seconds Testing time for Lasso: 0.0002760887145996094 seconds RMSE for Lasso: 0.08701122373370088 MAE for Lasso: 0.07134624041805698 Training time for Lasso: 0.0010209083557128906 seconds Testing time for Lasso: 0.0002753734588623047 seconds RMSE for Lasso: 0.20020116330126253 MAE for Lasso: 0.16415813634093246 Training time for Lasso: 0.001950979232788086 seconds Testing time for Lasso: 0.0002758502960205078 seconds RMSE for Lasso: 0.054643554715940484 MAE for Lasso: 0.044805854058469895 Training time for Lasso: 0.0010480880737304688 seconds Testing time for Lasso: 0.00029587745666503906 seconds RMSE for Lasso: 0.21043060646834183 MAE for Lasso: 0.17254593138879637 Training time for Lasso: 0.0011572837829589844 seconds Testing time for Lasso: 0.00027108192443847656 seconds RMSE for Lasso: 0.11964664941676226 MAE for Lasso: 0.0981061781251287 Training time for Lasso: 0.0009851455688476562 seconds Testing time for Lasso: 0.000270843505859375 seconds RMSE for Lasso: 0.17104537462611374 MAE for Lasso: 0.14025138248626462 Training time for Lasso: 0.010523796081542969 seconds Testing time for Lasso: 0.00029015541076660156 seconds RMSE for Lasso: 0.0019399606925252486 MAE for Lasso: 0.0015907017052620186 Training time for Lasso: 0.0007679462432861328 seconds Testing time for Lasso: 0.000270843505859375 seconds RMSE for Lasso: 0.34461543368388753 MAE for Lasso: 0.2825729202319483 Training time for Lasso: 0.0008001327514648438 seconds Testing time for Lasso: 0.00027108192443847656 seconds RMSE for Lasso: 0.26836338216252903 MAE for Lasso: 0.22004883463968497 Training time for Lasso: 0.0018568038940429688 seconds Testing time for Lasso: 0.00027108192443847656 seconds RMSE for Lasso: 0.058077408101698653 MAE for Lasso: 0.04762149689978962 Training time for Lasso: 0.0007479190826416016 seconds Testing time for Lasso: 0.00029087066650390625 seconds RMSE for Lasso: 0.3781361363252251 MAE for Lasso: 0.3100587548979642 Training time for Lasso: 0.0013737678527832031 seconds Testing time for Lasso: 0.0002701282501220703 seconds RMSE for Lasso: 0.09841690130790536 MAE for Lasso: 0.08069850762476992 Training time for Lasso: 0.0014789104461669922 seconds Testing time for Lasso: 0.000270843505859375 seconds RMSE for Lasso: 0.08205271096742639 MAE for Lasso: 0.06728042880482246 Training time for Lasso: 0.0007686614990234375 seconds Testing time for Lasso: 0.0002732276916503906 seconds RMSE for Lasso: 0.3002528527075477 MAE for Lasso: 0.2461971145359979 Training time for Lasso: 0.003409147262573242 seconds Testing time for Lasso: 0.00026988983154296875 seconds RMSE for Lasso: 0.026714954433797757 MAE for Lasso: 0.021905352895904163 Training time for Lasso: 0.005434751510620117 seconds Testing time for Lasso: 0.0010030269622802734 seconds RMSE for Lasso: 0.03778149357335774 MAE for Lasso: 0.030979538135076545 Training time for Lasso: 0.002547025680541992 seconds Testing time for Lasso: 0.001127004623413086 seconds RMSE for Lasso: 0.24007992357049124 MAE for Lasso: 0.19685736174719537 Training time for Lasso: 0.0028159618377685547 seconds Testing time for Lasso: 0.0008680820465087891 seconds RMSE for Lasso: 0.33563594166568267 MAE for Lasso: 0.27521004256086146 Training time for Lasso: 0.008311033248901367 seconds Testing time for Lasso: 0.0003178119659423828 seconds RMSE for Lasso: 0.014737959987560893 MAE for Lasso: 0.012084625309515857 Training time for Lasso: 0.001703023910522461 seconds Testing time for Lasso: 0.00027179718017578125 seconds RMSE for Lasso: 0.06441459306410915 MAE for Lasso: 0.05281777276514133 Training time for Lasso: 0.0018849372863769531 seconds Testing time for Lasso: 0.00026607513427734375 seconds RMSE for Lasso: 0.06125593286700792 MAE for Lasso: 0.050227778967200425 Training time for Lasso: 0.0034987926483154297 seconds Testing time for Lasso: 0.0009846687316894531 seconds RMSE for Lasso: 0.03799056413072426 MAE for Lasso: 0.031150968872520002 Training time for Lasso: 0.008426904678344727 seconds Testing time for Lasso: 0.0003020763397216797 seconds RMSE for Lasso: 0.027845361446794233 MAE for Lasso: 0.022832248152154015 Training time for Lasso: 0.0035729408264160156 seconds Testing time for Lasso: 0.00027179718017578125 seconds RMSE for Lasso: 0.02519256483534138 MAE for Lasso: 0.020657045267976796 Training time for Lasso: 0.003139972686767578 seconds Testing time for Lasso: 0.0002899169921875 seconds RMSE for Lasso: 0.06730424486833834 MAE for Lasso: 0.055187188841623554 Training time for Lasso: 0.0052700042724609375 seconds Testing time for Lasso: 0.0009279251098632812 seconds RMSE for Lasso: 0.11262419999597344 MAE for Lasso: 0.09234800873962319 Training time for Lasso: 0.009500980377197266 seconds Testing time for Lasso: 0.0010709762573242188 seconds RMSE for Lasso: 0.0567127414448513 MAE for Lasso: 0.04650251671295717 Training time for Lasso: 0.015332937240600586 seconds Testing time for Lasso: 0.0012290477752685547 seconds RMSE for Lasso: 0.02047814717273855 MAE for Lasso: 0.016791383327443593 Training time for Lasso: 0.0034182071685791016 seconds Testing time for Lasso: 0.0009138584136962891 seconds RMSE for Lasso: 0.3824361348173756 MAE for Lasso: 0.3135846072311879 Training time for Lasso: 0.008807897567749023 seconds Testing time for Lasso: 0.0004439353942871094 seconds RMSE for Lasso: 0.06172559900408332 MAE for Lasso: 0.05061288920579326 Training time for Lasso: 0.0035467147827148438 seconds Testing time for Lasso: 0.0010018348693847656 seconds RMSE for Lasso: 0.3039929844811438 MAE for Lasso: 0.24926389522547876 Training time for Lasso: 0.014648199081420898 seconds Testing time for Lasso: 0.0012378692626953125 seconds RMSE for Lasso: 0.010562356334322112 MAE for Lasso: 0.00866077250810111 Training time for Lasso: 0.0014526844024658203 seconds Testing time for Lasso: 0.0003032684326171875 seconds RMSE for Lasso: 0.21525917812531978 MAE for Lasso: 0.1765051957173656 Training time for Lasso: 0.003968715667724609 seconds Testing time for Lasso: 0.00037407875061035156 seconds RMSE for Lasso: 0.2243736682355124 MAE for Lasso: 0.1839787672267163 Training time for Lasso: 0.0016438961029052734 seconds Testing time for Lasso: 0.0003399848937988281 seconds RMSE for Lasso: 0.1300881125711822 MAE for Lasso: 0.10666782234256246 Training time for Lasso: 0.0017521381378173828 seconds Testing time for Lasso: 0.00029087066650390625 seconds RMSE for Lasso: 0.06923764322619953 MAE for Lasso: 0.05677250965593168 Training time for Lasso: 0.0017631053924560547 seconds Testing time for Lasso: 0.00028014183044433594 seconds RMSE for Lasso: 0.06366485110285465 MAE for Lasso: 0.05220300988830674 Training time for Lasso: 0.003103971481323242 seconds Testing time for Lasso: 0.0002779960632324219 seconds RMSE for Lasso: 0.03002536262382171 MAE for Lasso: 0.024619774880473927 Training time for Lasso: 0.0008299350738525391 seconds Testing time for Lasso: 0.0002980232238769531 seconds RMSE for Lasso: 0.24987378150265757 MAE for Lasso: 0.20488799173565983 Training time for Lasso: 0.008130073547363281 seconds Testing time for Lasso: 0.0003120899200439453 seconds RMSE for Lasso: 0.011267395186161428 MAE for Lasso: 0.009238880357513368 Training time for Lasso: 0.0015270709991455078 seconds Testing time for Lasso: 0.00028586387634277344 seconds RMSE for Lasso: 0.16240972565917194 MAE for Lasso: 0.13317044440812123 Training time for Lasso: 0.006918907165527344 seconds Testing time for Lasso: 0.0002779960632324219 seconds RMSE for Lasso: 0.01239636648181997 MAE for Lasso: 0.010164598374437226 Training time for Lasso: 0.0014209747314453125 seconds Testing time for Lasso: 0.0002789497375488281 seconds RMSE for Lasso: 0.1062607616784399 MAE for Lasso: 0.08713020601709359 Training time for Lasso: 0.002363920211791992 seconds Testing time for Lasso: 0.00028014183044433594 seconds RMSE for Lasso: 0.048824907213403775 MAE for Lasso: 0.040034761252162106 Training time for Lasso: 0.0028238296508789062 seconds Testing time for Lasso: 0.0002963542938232422 seconds RMSE for Lasso: 0.03369685317378278 MAE for Lasso: 0.027630272104043944 Training time for Lasso: 0.002157926559448242 seconds Testing time for Lasso: 0.0002951622009277344 seconds RMSE for Lasso: 0.04673915122810128 MAE for Lasso: 0.038324512371660485 Training time for Lasso: 0.0007901191711425781 seconds Testing time for Lasso: 0.0002720355987548828 seconds RMSE for Lasso: 0.2765519111931519 MAE for Lasso: 0.22676314959606966 Training time for Lasso: 0.0017328262329101562 seconds Testing time for Lasso: 0.0006363391876220703 seconds RMSE for Lasso: 0.0754696488600049 MAE for Lasso: 0.06188254205355844 Training time for Lasso: 0.003190755844116211 seconds Testing time for Lasso: 0.0008730888366699219 seconds RMSE for Lasso: 0.23489256932377822 MAE for Lasso: 0.19260390791287352 Training time for Lasso: 0.011845827102661133 seconds Testing time for Lasso: 0.0009431838989257812 seconds RMSE for Lasso: 0.007905330419395179 MAE for Lasso: 0.0064821017390958606 Training time for Lasso: 0.003422260284423828 seconds Testing time for Lasso: 0.0002849102020263672 seconds RMSE for Lasso: 0.1489164065483056 MAE for Lasso: 0.12210638223301629 Training time for Lasso: 0.004231929779052734 seconds Testing time for Lasso: 0.00037407875061035156 seconds RMSE for Lasso: 0.02225701684315034 MAE for Lasso: 0.01824999588029809 Training time for Lasso: 0.008842945098876953 seconds Testing time for Lasso: 0.0002779960632324219 seconds RMSE for Lasso: 0.008540076404747158 MAE for Lasso: 0.007002571831721474 Training time for Lasso: 0.001313924789428711 seconds Testing time for Lasso: 0.0002770423889160156 seconds RMSE for Lasso: 0.14675067743253073 MAE for Lasso: 0.12033055810890421 Training time for Lasso: 0.0015208721160888672 seconds Testing time for Lasso: 0.001026153564453125 seconds RMSE for Lasso: 0.15074086758457297 MAE for Lasso: 0.12360237815332552 Training time for Lasso: 0.010364294052124023 seconds Testing time for Lasso: 0.0003058910369873047 seconds RMSE for Lasso: 0.00767102509519433 MAE for Lasso: 0.0062899793521890325 Training time for Lasso: 0.0009758472442626953 seconds Testing time for Lasso: 0.0002779960632324219 seconds RMSE for Lasso: 0.4435373408627162 MAE for Lasso: 0.3636855154736252 Training time for Lasso: 0.00711822509765625 seconds Testing time for Lasso: 0.0011959075927734375 seconds RMSE for Lasso: 0.0033388996798732035 MAE for Lasso: 0.002737784036006596 Training time for Lasso: 0.0053517818450927734 seconds Testing time for Lasso: 0.0008792877197265625 seconds RMSE for Lasso: 0.04787492659151597 MAE for Lasso: 0.039255809492454156 Training time for Lasso: 0.0018961429595947266 seconds Testing time for Lasso: 0.001013040542602539 seconds RMSE for Lasso: 0.43732380331745213 MAE for Lasso: 0.35859062627970223 Training time for Lasso: 0.013280868530273438 seconds Testing time for Lasso: 0.0010368824005126953 seconds RMSE for Lasso: 0.008746984417415794 MAE for Lasso: 0.007172229356149886 Training time for Lasso: 0.01841425895690918 seconds Testing time for Lasso: 0.0016698837280273438 seconds RMSE for Lasso: 0.02331602048411966 MAE for Lasso: 0.019118342803030233 Training time for Lasso: 0.00712895393371582 seconds Testing time for Lasso: 0.0004150867462158203 seconds RMSE for Lasso: 0.0087667383564793 MAE for Lasso: 0.007188426913485868 Training time for Lasso: 0.012579679489135742 seconds Testing time for Lasso: 0.0012421607971191406 seconds RMSE for Lasso: 0.017677971108412342 MAE for Lasso: 0.014495334310702521 Training time for Lasso: 0.0021800994873046875 seconds Testing time for Lasso: 0.00037097930908203125 seconds RMSE for Lasso: 0.33351285930060626 MAE for Lasso: 0.27346918732005177 Training time for Lasso: 0.0022051334381103516 seconds Testing time for Lasso: 0.0009558200836181641 seconds RMSE for Lasso: 0.11928392777192862 MAE for Lasso: 0.0978087587283366 Training time for Lasso: 0.0030536651611328125 seconds Testing time for Lasso: 0.0008671283721923828 seconds RMSE for Lasso: 0.09025374272000196 MAE for Lasso: 0.07400499556745223 Training time for Lasso: 0.014738321304321289 seconds Testing time for Lasso: 0.001264810562133789 seconds RMSE for Lasso: 0.014586143694903969 MAE for Lasso: 0.01196014111941957 Training time for Lasso: 0.0069980621337890625 seconds Testing time for Lasso: 0.001020193099975586 seconds RMSE for Lasso: 0.039714610619824356 MAE for Lasso: 0.03256462828362808 Training time for Lasso: 0.00745701789855957 seconds Testing time for Lasso: 0.0003769397735595703 seconds RMSE for Lasso: 0.008373174006557578 MAE for Lasso: 0.006865717548832864 Training time for Lasso: 0.00722193717956543 seconds Testing time for Lasso: 0.0003666877746582031 seconds RMSE for Lasso: 0.014035152774482175 MAE for Lasso: 0.011508347327884758 Training time for Lasso: 0.0009992122650146484 seconds Testing time for Lasso: 0.00028896331787109375 seconds RMSE for Lasso: 0.1842016386136696 MAE for Lasso: 0.15103907093818628 Training time for Lasso: 0.0007460117340087891 seconds Testing time for Lasso: 0.0003020763397216797 seconds RMSE for Lasso: 0.37256134639163824 MAE for Lasso: 0.3054876169939651 Training time for Lasso: 0.00699615478515625 seconds Testing time for Lasso: 0.0009877681732177734 seconds RMSE for Lasso: 0.00757773977212119 MAE for Lasso: 0.006213488563968425 Training time for Lasso: 0.010235071182250977 seconds Testing time for Lasso: 0.0003478527069091797 seconds RMSE for Lasso: 0.010852104242234787 MAE for Lasso: 0.008898355925634451 Training time for Lasso: 0.005293130874633789 seconds Testing time for Lasso: 0.00029087066650390625 seconds RMSE for Lasso: 0.018499298120128904 MAE for Lasso: 0.015168794491189281 Training time for Lasso: 0.0022802352905273438 seconds Testing time for Lasso: 0.00030493736267089844 seconds RMSE for Lasso: 0.052360793622546656 MAE for Lasso: 0.04293406769807122 Training time for Lasso: 0.005234956741333008 seconds Testing time for Lasso: 0.0002799034118652344 seconds RMSE for Lasso: 0.016515896436792125 MAE for Lasso: 0.013542472652783282 Training time for Lasso: 0.003651857376098633 seconds Testing time for Lasso: 0.0008869171142578125 seconds RMSE for Lasso: 0.1888244730780212 MAE for Lasso: 0.1548296377749014 Training time for Lasso: 0.008893013000488281 seconds Testing time for Lasso: 0.00030994415283203125 seconds RMSE for Lasso: 0.0032887789384500724 MAE for Lasso: 0.002696686734833662 Training time for Lasso: 0.006738901138305664 seconds Testing time for Lasso: 0.0010669231414794922 seconds RMSE for Lasso: 0.00822956966438782 MAE for Lasso: 0.006747966878488416 Training time for Lasso: 0.0019221305847167969 seconds Testing time for Lasso: 0.0008299350738525391 seconds RMSE for Lasso: 0.35635844587207294 MAE for Lasso: 0.29220179033467425 Training time for Lasso: 0.011493921279907227 seconds Testing time for Lasso: 0.0009660720825195312 seconds RMSE for Lasso: 0.0036891361837690655 MAE for Lasso: 0.0030249660423908066 Training time for Lasso: 0.0011909008026123047 seconds Testing time for Lasso: 0.0002849102020263672 seconds RMSE for Lasso: 0.3640198809753857 MAE for Lasso: 0.2984839062201109 Training time for Lasso: 0.0062749385833740234 seconds Testing time for Lasso: 0.00027298927307128906 seconds RMSE for Lasso: 0.0048006075024071395 MAE for Lasso: 0.0039363346741023795 Training time for Lasso: 0.0015728473663330078 seconds Testing time for Lasso: 0.0002930164337158203 seconds RMSE for Lasso: 0.07281860996615847 MAE for Lasso: 0.059708780437967575 Training time for Lasso: 0.001361846923828125 seconds Testing time for Lasso: 0.0002701282501220703 seconds RMSE for Lasso: 0.001911410324115056 MAE for Lasso: 0.0015536882908317473 Training time for Lasso: 0.006274223327636719 seconds Testing time for Lasso: 0.00027370452880859375 seconds RMSE for Lasso: 0.003929763926358223 MAE for Lasso: 0.003222272597073088 Training time for Lasso: 0.00113677978515625 seconds Testing time for Lasso: 0.0011529922485351562 seconds RMSE for Lasso: 0.4106054588675913 MAE for Lasso: 0.33668249368606795 Training time for Lasso: 0.004078865051269531 seconds Testing time for Lasso: 0.001499176025390625 seconds RMSE for Lasso: 0.34778293836645985 MAE for Lasso: 0.28517016620678676 Training time for Lasso: 0.008431196212768555 seconds Testing time for Lasso: 0.00030803680419921875 seconds RMSE for Lasso: 0.0053478574373649725 MAE for Lasso: 0.004385060984944547 Training time for Lasso: 0.014681100845336914 seconds Testing time for Lasso: 0.000335693359375 seconds RMSE for Lasso: 0.008609831616074188 MAE for Lasso: 0.007059768729590656 Training time for Lasso: 0.012362003326416016 seconds Testing time for Lasso: 0.001238107681274414 seconds RMSE for Lasso: 0.003650680320558074 MAE for Lasso: 0.002993433544121924 Training time for Lasso: 0.016146183013916016 seconds Testing time for Lasso: 0.0004589557647705078 seconds RMSE for Lasso: 0.00460070819110249 MAE for Lasso: 0.0037724240461183365 Training time for Lasso: 0.006646871566772461 seconds Testing time for Lasso: 0.0003409385681152344 seconds RMSE for Lasso: 0.004033034244231457 MAE for Lasso: 0.0033069507410076414 Training time for Lasso: 0.0016591548919677734 seconds Testing time for Lasso: 0.000293731689453125 seconds RMSE for Lasso: 0.11808165660989597 MAE for Lasso: 0.09682293731710573 Training time for Lasso: 0.006776094436645508 seconds Testing time for Lasso: 0.00029587745666503906 seconds RMSE for Lasso: 0.0016093127470632627 MAE for Lasso: 0.0013195816497205736 Training time for Lasso: 0.0037822723388671875 seconds Testing time for Lasso: 0.0011210441589355469 seconds RMSE for Lasso: 0.12007717902510158 MAE for Lasso: 0.09845919774289377 Training time for Lasso: 0.0047109127044677734 seconds Testing time for Lasso: 0.0009748935699462891 seconds RMSE for Lasso: 0.41546637551988475 MAE for Lasso: 0.34066827980934017 Training time for Lasso: 0.00931096076965332 seconds Testing time for Lasso: 0.0010731220245361328 seconds RMSE for Lasso: 0.02148257684934449 MAE for Lasso: 0.017614981457827347 Training time for Lasso: 0.0089111328125 seconds Testing time for Lasso: 0.00043082237243652344 seconds RMSE for Lasso: 0.006819694515740879 MAE for Lasso: 0.005591917267888951 Training time for Lasso: 0.004218101501464844 seconds Testing time for Lasso: 0.0003559589385986328 seconds RMSE for Lasso: 0.005939614093305851 MAE for Lasso: 0.004876980682254883 Training time for Lasso: 0.004495143890380859 seconds Testing time for Lasso: 0.00029206275939941406 seconds RMSE for Lasso: 0.02201893428915285 MAE for Lasso: 0.018054776293582916 Training time for Lasso: 0.006293773651123047 seconds Testing time for Lasso: 0.00028514862060546875 seconds RMSE for Lasso: 0.0024517789205945185 MAE for Lasso: 0.002010375223030474 Training time for Lasso: 0.0035047531127929688 seconds Testing time for Lasso: 0.000370025634765625 seconds RMSE for Lasso: 0.006377294672674503 MAE for Lasso: 0.005233915348862226 Training time for Lasso: 0.009565114974975586 seconds Testing time for Lasso: 0.0004050731658935547 seconds RMSE for Lasso: 0.004253095303194023 MAE for Lasso: 0.00348739331549444 Training time for Lasso: 0.0011157989501953125 seconds Testing time for Lasso: 0.0002880096435546875 seconds RMSE for Lasso: 0.19738451272657187 MAE for Lasso: 0.16184857878672684 Training time for Lasso: 0.0015511512756347656 seconds Testing time for Lasso: 0.001119852066040039 seconds RMSE for Lasso: 0.4314247086731751 MAE for Lasso: 0.3537535695566815 Training time for Lasso: 0.002338886260986328 seconds Testing time for Lasso: 0.00030612945556640625 seconds RMSE for Lasso: 0.27423271739893645 MAE for Lasso: 0.22486148966166936 Training time for Lasso: 0.006699085235595703 seconds Testing time for Lasso: 0.0002837181091308594 seconds RMSE for Lasso: 0.004340779100107968 MAE for Lasso: 0.0035592910430164793 Training time for Lasso: 0.0028488636016845703 seconds Testing time for Lasso: 0.0003063678741455078 seconds RMSE for Lasso: 0.0026898875730488733 MAE for Lasso: 0.0022078207734880094 Training time for Lasso: 0.0010399818420410156 seconds Testing time for Lasso: 0.0002779960632324219 seconds RMSE for Lasso: 0.23093337824901825 MAE for Lasso: 0.18935750605618965 Training time for Lasso: 0.0016329288482666016 seconds Testing time for Lasso: 0.0002880096435546875 seconds RMSE for Lasso: 0.4194643985308921 MAE for Lasso: 0.3439465225313686 Training time for Lasso: 0.001092672348022461 seconds Testing time for Lasso: 0.0002751350402832031 seconds RMSE for Lasso: 0.01717735475507404 MAE for Lasso: 0.0123857269462719 Training time for Lasso: 0.0062618255615234375 seconds Testing time for Lasso: 0.0002770423889160156 seconds RMSE for Lasso: 0.004186313198880303 MAE for Lasso: 0.003432634264129808 Training time for Lasso: 0.008502960205078125 seconds Testing time for Lasso: 0.0002799034118652344 seconds RMSE for Lasso: 0.001537757400360543 MAE for Lasso: 0.001260908702134529 Training time for Lasso: 0.012725353240966797 seconds Testing time for Lasso: 0.0002827644348144531 seconds RMSE for Lasso: 0.0021379419304682836 MAE for Lasso: 0.0017530395783994202 Training time for Lasso: 0.0038230419158935547 seconds Testing time for Lasso: 0.0010356903076171875 seconds RMSE for Lasso: 0.33508168263647065 MAE for Lasso: 0.2747555690314103 Training time for Lasso: 0.004662036895751953 seconds Testing time for Lasso: 0.0009987354278564453 seconds RMSE for Lasso: 0.4371532013048342 MAE for Lasso: 0.3584507384389638 Training time for Lasso: 0.005082130432128906 seconds Testing time for Lasso: 0.0003437995910644531 seconds RMSE for Lasso: 0.45116384495122624 MAE for Lasso: 0.36993898911644785 Training time for Lasso: 0.01589202880859375 seconds Testing time for Lasso: 0.002315998077392578 seconds RMSE for Lasso: 0.0021914149936293134 MAE for Lasso: 0.0017968856692396162 Training time for Lasso: 0.023724079132080078 seconds Testing time for Lasso: 0.0011949539184570312 seconds RMSE for Lasso: 0.0024425577982089023 MAE for Lasso: 0.0020028142166925366 Training time for Lasso: 0.0050580501556396484 seconds Testing time for Lasso: 0.0009469985961914062 seconds RMSE for Lasso: 0.005254399435117611 MAE for Lasso: 0.004314660073482504 Training time for Lasso: 0.012200117111206055 seconds Testing time for Lasso: 0.0008709430694580078 seconds RMSE for Lasso: 0.004318678393610968 MAE for Lasso: 0.0035411692163008456 Training time for Lasso: 0.006299018859863281 seconds Testing time for Lasso: 0.0003590583801269531 seconds RMSE for Lasso: 0.0016546683743193038 MAE for Lasso: 0.001357781270875078 Training time for Lasso: 0.011198997497558594 seconds Testing time for Lasso: 0.00034880638122558594 seconds RMSE for Lasso: 0.01645585018344212 MAE for Lasso: 0.013493236769820055 Training time for Lasso: 0.006469011306762695 seconds Testing time for Lasso: 0.0003139972686767578 seconds RMSE for Lasso: 0.007734572491427695 MAE for Lasso: 0.005654354740634968 Training time for Lasso: 0.004931926727294922 seconds Testing time for Lasso: 0.001004934310913086 seconds RMSE for Lasso: 0.006936059360540573 MAE for Lasso: 0.005692712255070304 Training time for Lasso: 0.016868114471435547 seconds Testing time for Lasso: 0.0014789104461669922 seconds RMSE for Lasso: 0.0021562304748557804 MAE for Lasso: 0.0017680355620064959 Training time for Lasso: 0.004992008209228516 seconds Testing time for Lasso: 0.0012958049774169922 seconds RMSE for Lasso: 0.004531112206909438 MAE for Lasso: 0.003720946403186183 Training time for Lasso: 0.015908002853393555 seconds Testing time for Lasso: 0.0012900829315185547 seconds RMSE for Lasso: 0.0031713216651426965 MAE for Lasso: 0.0026042889402244375 Training time for Lasso: 0.002405881881713867 seconds Testing time for Lasso: 0.0008771419525146484 seconds RMSE for Lasso: 0.005652927542428557 MAE for Lasso: 0.004638494721392439 Training time for Lasso: 0.0034160614013671875 seconds Testing time for Lasso: 0.001344919204711914 seconds RMSE for Lasso: 0.010539753057206896 MAE for Lasso: 0.008653338829852242 Training time for Lasso: 0.013394832611083984 seconds Testing time for Lasso: 0.0005321502685546875 seconds RMSE for Lasso: 0.0025615193605174626 MAE for Lasso: 0.0021003586467091395 Training time for Lasso: 0.002552032470703125 seconds Testing time for Lasso: 0.0009071826934814453 seconds RMSE for Lasso: 0.003220233282466985 MAE for Lasso: 0.0026432095224792284 Training time for Lasso: 0.010263681411743164 seconds Testing time for Lasso: 0.0003552436828613281 seconds RMSE for Lasso: 0.002820172920364796 MAE for Lasso: 0.0023124457577058523 Training time for Lasso: 0.0010859966278076172 seconds Testing time for Lasso: 0.00028586387634277344 seconds RMSE for Lasso: 0.15381280944936188 MAE for Lasso: 0.1261212658718443 Training time for Lasso: 0.0009670257568359375 seconds Testing time for Lasso: 0.0002779960632324219 seconds RMSE for Lasso: 0.005666648468828479 MAE for Lasso: 0.00465309077820411 Training time for Lasso: 0.0009102821350097656 seconds Testing time for Lasso: 0.0003008842468261719 seconds RMSE for Lasso: 0.004767824019310005 MAE for Lasso: 0.003912380608561179 Training time for Lasso: 0.003265857696533203 seconds Testing time for Lasso: 0.0003559589385986328 seconds RMSE for Lasso: 0.004943059902537849 MAE for Lasso: 0.0040581751394277174 Training time for Lasso: 0.0012328624725341797 seconds Testing time for Lasso: 0.0002770423889160156 seconds RMSE for Lasso: 0.11575406695721435 MAE for Lasso: 0.09491439306467057 Training time for Lasso: 0.010459184646606445 seconds Testing time for Lasso: 0.0007839202880859375 seconds RMSE for Lasso: 0.001767908845943534 MAE for Lasso: 0.0014496250500413944 Training time for Lasso: 0.0064029693603515625 seconds Testing time for Lasso: 0.00030517578125 seconds RMSE for Lasso: 0.0018740892901082634 MAE for Lasso: 0.0015366893984400764 Training time for Lasso: 0.0009891986846923828 seconds Testing time for Lasso: 0.0002818107604980469 seconds RMSE for Lasso: 0.0019689468379651166 MAE for Lasso: 0.0016152406180083379 Training time for Lasso: 0.007349967956542969 seconds Testing time for Lasso: 0.0010182857513427734 seconds RMSE for Lasso: 0.002144716627237462 MAE for Lasso: 0.0017585945990465657 Training time for Lasso: 0.002499103546142578 seconds Testing time for Lasso: 0.0002999305725097656 seconds RMSE for Lasso: 0.006552138836577399 MAE for Lasso: 0.00537652753958553 Training time for Lasso: 0.008138179779052734 seconds Testing time for Lasso: 0.0009648799896240234 seconds RMSE for Lasso: 0.004298194089781688 MAE for Lasso: 0.003524372784715428 Training time for Lasso: 0.0023300647735595703 seconds Testing time for Lasso: 0.0008378028869628906 seconds RMSE for Lasso: 0.17232451044481242 MAE for Lasso: 0.14130023029843627 Training time for Lasso: 0.0009398460388183594 seconds Testing time for Lasso: 0.00029015541076660156 seconds RMSE for Lasso: 0.006924628178619193 MAE for Lasso: 0.00568625302386752 Training time for Lasso: 0.0008640289306640625 seconds Testing time for Lasso: 0.00027179718017578125 seconds RMSE for Lasso: 0.00594544832945934 MAE for Lasso: 0.004877523299734898 Training time for Lasso: 0.0008540153503417969 seconds Testing time for Lasso: 0.00029277801513671875 seconds RMSE for Lasso: 0.016222479815963718 MAE for Lasso: 0.013321066842185116 Training time for Lasso: 0.000904083251953125 seconds Testing time for Lasso: 0.0002701282501220703 seconds RMSE for Lasso: 0.0018152421993360935 MAE for Lasso: 0.001493876993191554 Training time for Lasso: 0.007402181625366211 seconds Testing time for Lasso: 0.0009989738464355469 seconds RMSE for Lasso: 0.002060302591534184 MAE for Lasso: 0.0016893779643793038 Training time for Lasso: 0.014160871505737305 seconds Testing time for Lasso: 0.0010979175567626953 seconds RMSE for Lasso: 0.0018863724779222685 MAE for Lasso: 0.0015467611941520866 Training time for Lasso: 0.002696990966796875 seconds Testing time for Lasso: 0.0018231868743896484 seconds RMSE for Lasso: 0.007383854505150362 MAE for Lasso: 0.00606317393088002 Training time for Lasso: 0.01758718490600586 seconds Testing time for Lasso: 0.0006320476531982422 seconds RMSE for Lasso: 0.0014036493258434196 MAE for Lasso: 0.0011509446478975781 Training time for Lasso: 0.005448102951049805 seconds Testing time for Lasso: 0.0003898143768310547 seconds RMSE for Lasso: 0.0011527496716822088 MAE for Lasso: 0.0009452154755278297 Training time for Lasso: 0.0009720325469970703 seconds Testing time for Lasso: 0.00028395652770996094 seconds RMSE for Lasso: 0.005418802820708779 MAE for Lasso: 0.004449755818284258 Training time for Lasso: 0.0009710788726806641 seconds Testing time for Lasso: 0.0002789497375488281 seconds RMSE for Lasso: 0.0036390648110628584 MAE for Lasso: 0.0029877481307039842 Training time for Lasso: 0.0014481544494628906 seconds Testing time for Lasso: 0.0003299713134765625 seconds RMSE for Lasso: 0.004390184138703244 MAE for Lasso: 0.0036031896464789794 Training time for Lasso: 0.0024640560150146484 seconds Testing time for Lasso: 0.000904083251953125 seconds RMSE for Lasso: 0.003623993160339694 MAE for Lasso: 0.0029746646641048446 Training time for Lasso: 0.0009560585021972656 seconds Testing time for Lasso: 0.0003108978271484375 seconds RMSE for Lasso: 0.0046775409421913145 MAE for Lasso: 0.003838308175381835 Training time for Lasso: 0.0009162425994873047 seconds Testing time for Lasso: 0.0002849102020263672 seconds RMSE for Lasso: 0.004021171610962338 MAE for Lasso: 0.003298768870356241 Training time for Lasso: 0.008044004440307617 seconds Testing time for Lasso: 0.0010318756103515625 seconds RMSE for Lasso: 0.0017647374573969222 MAE for Lasso: 0.0014470246194318915 Training time for Lasso: 0.0035810470581054688 seconds Testing time for Lasso: 0.0032351016998291016 seconds RMSE for Lasso: 0.007511098306979118 MAE for Lasso: 0.006163474725284343 Training time for Lasso: 0.007582902908325195 seconds Testing time for Lasso: 0.0003018379211425781 seconds RMSE for Lasso: 0.002075189935401645 MAE for Lasso: 0.0017015850793718635 Training time for Lasso: 0.0011310577392578125 seconds Testing time for Lasso: 0.0002727508544921875 seconds RMSE for Lasso: 0.0010232550389049082 MAE for Lasso: 0.0007919038851845173 Training time for Lasso: 0.005032062530517578 seconds Testing time for Lasso: 0.0029931068420410156 seconds RMSE for Lasso: 0.07147488777574412 MAE for Lasso: 0.0586069740003779 Training time for Lasso: 0.004010915756225586 seconds Testing time for Lasso: 0.0009641647338867188 seconds RMSE for Lasso: 0.008973279003023199 MAE for Lasso: 0.007364792490855345 Training time for Lasso: 0.0016977787017822266 seconds Testing time for Lasso: 0.0009601116180419922 seconds RMSE for Lasso: 0.0021888835651110586 MAE for Lasso: 0.0018001527769721992 Training time for Lasso: 0.0011479854583740234 seconds Testing time for Lasso: 0.0002930164337158203 seconds RMSE for Lasso: 0.010846870767761778 MAE for Lasso: 0.008907227785968131 Training time for Lasso: 0.010149002075195312 seconds Testing time for Lasso: 0.0016682147979736328 seconds RMSE for Lasso: 0.0014399695010688788 MAE for Lasso: 0.0011807259547472171 Training time for Lasso: 0.0029120445251464844 seconds Testing time for Lasso: 0.0003399848937988281 seconds RMSE for Lasso: 0.36809899294722365 MAE for Lasso: 0.3018286391286498 Training time for Lasso: 0.010139703750610352 seconds Testing time for Lasso: 0.0011281967163085938 seconds RMSE for Lasso: 0.0019508699025602221 MAE for Lasso: 0.0015996468859911684 Training time for Lasso: 0.012286901473999023 seconds Testing time for Lasso: 0.0011022090911865234 seconds RMSE for Lasso: 0.0015946206358378927 MAE for Lasso: 0.00130753461883808 Training time for Lasso: 0.0023508071899414062 seconds Testing time for Lasso: 0.0009191036224365234 seconds RMSE for Lasso: 0.005750895653931299 MAE for Lasso: 0.004718996025866468 Training time for Lasso: 0.002628803253173828 seconds Testing time for Lasso: 0.0009090900421142578 seconds RMSE for Lasso: 0.0014004805992784623 MAE for Lasso: 0.0010839576821751696 Training time for Lasso: 0.00357818603515625 seconds Testing time for Lasso: 0.0003790855407714844 seconds RMSE for Lasso: 0.00432765212300102 MAE for Lasso: 0.0035511355837090797 Training time for Lasso: 0.0009298324584960938 seconds Testing time for Lasso: 0.0002899169921875 seconds RMSE for Lasso: 0.0022520561922393083 MAE for Lasso: 0.0018343828969170596 Training time for Lasso: 0.002174854278564453 seconds Testing time for Lasso: 0.0002911090850830078 seconds RMSE for Lasso: 0.00994635600524868 MAE for Lasso: 0.008166640046631172 Training time for Lasso: 0.00095367431640625 seconds Testing time for Lasso: 0.00028324127197265625 seconds RMSE for Lasso: 0.007270291554951069 MAE for Lasso: 0.005970355515393777 Training time for Lasso: 0.011806011199951172 seconds Testing time for Lasso: 0.0008280277252197266 seconds RMSE for Lasso: 0.0014043040358850355 MAE for Lasso: 0.0011514814878344738 Training time for Lasso: 0.0011069774627685547 seconds Testing time for Lasso: 0.0004749298095703125 seconds RMSE for Lasso: 0.0008884977939310221 MAE for Lasso: 0.0006888147900806896 Training time for Lasso: 0.001283884048461914 seconds Testing time for Lasso: 0.0002989768981933594 seconds RMSE for Lasso: 0.001418166295446254 MAE for Lasso: 0.001155696791615828 Training time for Lasso: 0.0010180473327636719 seconds Testing time for Lasso: 0.0002989768981933594 seconds RMSE for Lasso: 0.001724524943984799 MAE for Lasso: 0.0014156949700532006 Training time for Lasso: 0.0031440258026123047 seconds Testing time for Lasso: 0.001024007797241211 seconds RMSE for Lasso: 0.03203968949583109 MAE for Lasso: 0.02627145432048084 Training time for Lasso: 0.00900721549987793 seconds Testing time for Lasso: 0.00040984153747558594 seconds RMSE for Lasso: 0.0014253392111571964 MAE for Lasso: 0.0011687296152429294 Training time for Lasso: 0.0017306804656982422 seconds Testing time for Lasso: 0.0011591911315917969 seconds RMSE for Lasso: 0.0025134153920849307 MAE for Lasso: 0.0020674808222749517 Training time for Lasso: 0.005645036697387695 seconds Testing time for Lasso: 0.0009341239929199219 seconds RMSE for Lasso: 0.011928495757008531 MAE for Lasso: 0.009795008657543293 Training time for Lasso: 0.0031528472900390625 seconds Testing time for Lasso: 0.00041222572326660156 seconds RMSE for Lasso: 0.003704728672767843 MAE for Lasso: 0.003042160554145701 Training time for Lasso: 0.004170894622802734 seconds Testing time for Lasso: 0.0009238719940185547 seconds RMSE for Lasso: 0.011067829699337298 MAE for Lasso: 0.00908738997924039 Training time for Lasso: 0.0044400691986083984 seconds Testing time for Lasso: 0.00041103363037109375 seconds RMSE for Lasso: 0.0014274040938031633 MAE for Lasso: 0.0011559520928819112 Training time for Lasso: 0.0018796920776367188 seconds Testing time for Lasso: 0.0004961490631103516 seconds RMSE for Lasso: 0.0014274040938031633 MAE for Lasso: 0.0011559520928819112 Training time for Lasso: 0.0012462139129638672 seconds Testing time for Lasso: 0.00030303001403808594 seconds RMSE for Lasso: 0.005902892274774723 MAE for Lasso: 0.004459978657779073 Training time for Lasso: 0.0010428428649902344 seconds Testing time for Lasso: 0.0003921985626220703 seconds RMSE for Lasso: 0.010345203534328676 MAE for Lasso: 0.008494661827202075 Training time for Lasso: 0.0020520687103271484 seconds Testing time for Lasso: 0.0003540515899658203 seconds RMSE for Lasso: 0.07323864546777527 MAE for Lasso: 0.06005319524558548 Training time for Lasso: 0.01489114761352539 seconds Testing time for Lasso: 0.001161813735961914 seconds RMSE for Lasso: 0.0015973831169143581 MAE for Lasso: 0.0013097997592557587 Training time for Lasso: 0.014773130416870117 seconds Testing time for Lasso: 0.0005090236663818359 seconds RMSE for Lasso: 0.011717711388044396 MAE for Lasso: 0.009620383435076985 Training time for Lasso: 0.0032639503479003906 seconds Testing time for Lasso: 0.0008809566497802734 seconds RMSE for Lasso: 0.0010419163480142907 MAE for Lasso: 0.0008534883414777373 Training time for Lasso: 0.001068115234375 seconds Testing time for Lasso: 0.0003178119659423828 seconds RMSE for Lasso: 0.0010263814836856911 MAE for Lasso: 0.0008415978646533783 Training time for Lasso: 0.004232883453369141 seconds Testing time for Lasso: 0.000888824462890625 seconds RMSE for Lasso: 0.01218667518272413 MAE for Lasso: 0.010007462578522953 Training time for Lasso: 0.010343074798583984 seconds Testing time for Lasso: 0.00047707557678222656 seconds RMSE for Lasso: 0.00231084810977089 MAE for Lasso: 0.001901405438720669 Training time for Lasso: 0.0016019344329833984 seconds Testing time for Lasso: 0.0010449886322021484 seconds RMSE for Lasso: 0.0076846962988221775 MAE for Lasso: 0.005619790610960198 Training time for Lasso: 0.004400014877319336 seconds Testing time for Lasso: 0.001004934310913086 seconds RMSE for Lasso: 0.0076846962988221775 MAE for Lasso: 0.005619790610960198 Training time for Lasso: 0.0012836456298828125 seconds Testing time for Lasso: 0.0003502368927001953 seconds RMSE for Lasso: 0.006922438798364146 MAE for Lasso: 0.005681553601364078 Training time for Lasso: 0.0016829967498779297 seconds Testing time for Lasso: 0.0011990070343017578 seconds RMSE for Lasso: 0.005179068865830175 MAE for Lasso: 0.0042510385134194185 Training time for Lasso: 0.002655029296875 seconds Testing time for Lasso: 0.0003688335418701172 seconds RMSE for Lasso: 0.0034677365644045495 MAE for Lasso: 0.002846115332702892 Training time for Lasso: 0.0018548965454101562 seconds Testing time for Lasso: 0.0005168914794921875 seconds RMSE for Lasso: 0.0034234204033247707 MAE for Lasso: 0.0028145580071870313 Training time for Lasso: 0.0009899139404296875 seconds Testing time for Lasso: 0.00029587745666503906 seconds RMSE for Lasso: 0.0013236861231412864 MAE for Lasso: 0.001085377544719597 Training time for Lasso: 0.0010721683502197266 seconds Testing time for Lasso: 0.0002849102020263672 seconds RMSE for Lasso: 0.010931717099819957 MAE for Lasso: 0.008976742380716987 Training time for Lasso: 0.0016980171203613281 seconds Testing time for Lasso: 0.00028014183044433594 seconds RMSE for Lasso: 0.0015116727422308524 MAE for Lasso: 0.0012340518249559995 Training time for Lasso: 0.000982046127319336 seconds Testing time for Lasso: 0.0002789497375488281 seconds RMSE for Lasso: 0.0065862228938316615 MAE for Lasso: 0.005407142882355949 Training time for Lasso: 0.0010137557983398438 seconds Testing time for Lasso: 0.0002789497375488281 seconds RMSE for Lasso: 0.005551616019775693 MAE for Lasso: 0.004558883835060943 Training time for Lasso: 0.003017902374267578 seconds Testing time for Lasso: 0.0004439353942871094 seconds RMSE for Lasso: 0.0018805032640419358 MAE for Lasso: 0.0014865352746422022 Training time for Lasso: 0.001216888427734375 seconds Testing time for Lasso: 0.00030493736267089844 seconds RMSE for Lasso: 0.004854458970960208 MAE for Lasso: 0.003985799689167759 Training time for Lasso: 0.004899024963378906 seconds Testing time for Lasso: 0.0009019374847412109 seconds RMSE for Lasso: 0.015535397174855014 MAE for Lasso: 0.011240248057499765 Training time for Lasso: 0.0013689994812011719 seconds Testing time for Lasso: 0.0003139972686767578 seconds RMSE for Lasso: 0.009368443016059855 MAE for Lasso: 0.0076928041592029305 Training time for Lasso: 0.002196073532104492 seconds Testing time for Lasso: 0.0003879070281982422 seconds RMSE for Lasso: 0.011535686237783402 MAE for Lasso: 0.009470805589611872 Training time for Lasso: 0.0013380050659179688 seconds Testing time for Lasso: 0.0009391307830810547 seconds RMSE for Lasso: 0.25744848643173507 MAE for Lasso: 0.2110989918316982 Training time for Lasso: 0.009947776794433594 seconds Testing time for Lasso: 0.00041103363037109375 seconds RMSE for Lasso: 0.0013542208308424905 MAE for Lasso: 0.0011104149652158845 Training time for Lasso: 0.0025300979614257812 seconds Testing time for Lasso: 0.0008630752563476562 seconds RMSE for Lasso: 0.00898175247381524 MAE for Lasso: 0.007375877089274852 Training time for Lasso: 0.002328157424926758 seconds Testing time for Lasso: 0.00037670135498046875 seconds RMSE for Lasso: 0.009048766297340858 MAE for Lasso: 0.006563618539154037 Training time for Lasso: 0.0009617805480957031 seconds Testing time for Lasso: 0.00029206275939941406 seconds RMSE for Lasso: 0.010860528233336159 MAE for Lasso: 0.008917396149052239 Training time for Lasso: 0.0009391307830810547 seconds Testing time for Lasso: 0.0002899169921875 seconds RMSE for Lasso: 0.001385433525532223 MAE for Lasso: 0.0011188702585374877 Training time for Lasso: 0.0016360282897949219 seconds Testing time for Lasso: 0.0002880096435546875 seconds RMSE for Lasso: 0.0013829914573516555 MAE for Lasso: 0.0011348336794933188 Training time for Lasso: 0.013129949569702148 seconds Testing time for Lasso: 0.0010309219360351562 seconds RMSE for Lasso: 0.0016148810156620275 MAE for Lasso: 0.0013241474403584608 Training time for Lasso: 0.009327888488769531 seconds Testing time for Lasso: 0.0003719329833984375 seconds RMSE for Lasso: 0.0017164686918566374 MAE for Lasso: 0.0014074458754130426 Training time for Lasso: 0.0017139911651611328 seconds Testing time for Lasso: 0.00033402442932128906 seconds RMSE for Lasso: 0.32507409170304224 MAE for Lasso: 0.26654968526029316 Training time for Lasso: 0.00131988525390625 seconds Testing time for Lasso: 0.0002899169921875 seconds RMSE for Lasso: 0.004119980749769066 MAE for Lasso: 0.003383110632624646 Training time for Lasso: 0.0016362667083740234 seconds Testing time for Lasso: 0.00030994415283203125 seconds RMSE for Lasso: 0.12379570867233308 MAE for Lasso: 0.10150826542438553 Training time for Lasso: 0.0038809776306152344 seconds Testing time for Lasso: 0.0010721683502197266 seconds RMSE for Lasso: 0.001951381421314327 MAE for Lasso: 0.0016024815253400603 Training time for Lasso: 0.09534788131713867 seconds Testing time for Lasso: 0.00899195671081543 seconds RMSE for Lasso: 0.00224023146531199 MAE for Lasso: 0.0018369135136554959 Training time for Lasso: 0.020652055740356445 seconds Testing time for Lasso: 0.0010650157928466797 seconds RMSE for Lasso: 0.005477572267803683 MAE for Lasso: 0.004498037526559768 Training time for Lasso: 0.00534510612487793 seconds Testing time for Lasso: 0.0004200935363769531 seconds RMSE for Lasso: 0.0014600704570075346 MAE for Lasso: 0.0011997865090802317 Training time for Lasso: 0.003324747085571289 seconds Testing time for Lasso: 0.00044083595275878906 seconds RMSE for Lasso: 0.001350670895594665 MAE for Lasso: 0.0011088876474527254 Training time for Lasso: 0.011313915252685547 seconds Testing time for Lasso: 0.0012400150299072266 seconds RMSE for Lasso: 0.1089840285978778 MAE for Lasso: 0.08936319215404354 Training time for Lasso: 0.0032701492309570312 seconds Testing time for Lasso: 0.000331878662109375 seconds RMSE for Lasso: 0.009834148037633461 MAE for Lasso: 0.00807551494220271 Training time for Lasso: 0.005554914474487305 seconds Testing time for Lasso: 0.0010008811950683594 seconds RMSE for Lasso: 0.0032641776029140503 MAE for Lasso: 0.0026856141552269275 Training time for Lasso: 0.01404428482055664 seconds Testing time for Lasso: 0.0004057884216308594 seconds RMSE for Lasso: 0.0017948266743883958 MAE for Lasso: 0.0014716967527205415 Training time for Lasso: 0.014349937438964844 seconds Testing time for Lasso: 0.0026650428771972656 seconds RMSE for Lasso: 0.0016365632230974458 MAE for Lasso: 0.001341926112099836 Training time for Lasso: 0.0027091503143310547 seconds Testing time for Lasso: 0.0009226799011230469 seconds RMSE for Lasso: 0.007400676355715668 MAE for Lasso: 0.006076105055335734 Training time for Lasso: 0.0033190250396728516 seconds Testing time for Lasso: 0.0008969306945800781 seconds RMSE for Lasso: 0.015026480134119518 MAE for Lasso: 0.010883455775461704 Training time for Lasso: 0.01793980598449707 seconds Testing time for Lasso: 0.0012540817260742188 seconds RMSE for Lasso: 0.0015357293930965425 MAE for Lasso: 0.001259245805252611 Training time for Lasso: 0.01843094825744629 seconds Testing time for Lasso: 0.0005178451538085938 seconds RMSE for Lasso: 0.0013562581665175037 MAE for Lasso: 0.0011120855110967388 Training time for Lasso: 0.0031118392944335938 seconds Testing time for Lasso: 0.0004210472106933594 seconds RMSE for Lasso: 0.010982213259201108 MAE for Lasso: 0.00901718363466828 Training time for Lasso: 0.003643035888671875 seconds Testing time for Lasso: 0.0010628700256347656 seconds RMSE for Lasso: 0.0021658301152509924 MAE for Lasso: 0.0017754686567337963 Training time for Lasso: 0.005670070648193359 seconds Testing time for Lasso: 0.0003256797790527344 seconds RMSE for Lasso: 0.0012258948585059137 MAE for Lasso: 0.0009591006072620356 Training time for Lasso: 0.0014181137084960938 seconds Testing time for Lasso: 0.0002770423889160156 seconds RMSE for Lasso: 0.0024447987559813055 MAE for Lasso: 0.001996083447599872 Training time for Lasso: 0.002630949020385742 seconds Testing time for Lasso: 0.00031685829162597656 seconds RMSE for Lasso: 0.011652762769850583 MAE for Lasso: 0.009569222479030746 Training time for Lasso: 0.0024220943450927734 seconds Testing time for Lasso: 0.00047588348388671875 seconds RMSE for Lasso: 0.007154653147594213 MAE for Lasso: 0.005873957443322589 Training time for Lasso: 0.00465083122253418 seconds Testing time for Lasso: 0.00040912628173828125 seconds RMSE for Lasso: 0.00935161901901178 MAE for Lasso: 0.006792886445089472 Training time for Lasso: 0.0019259452819824219 seconds Testing time for Lasso: 0.0002758502960205078 seconds RMSE for Lasso: 0.2904396133898118 MAE for Lasso: 0.23815059247137832 Training time for Lasso: 0.0018358230590820312 seconds Testing time for Lasso: 0.0002760887145996094 seconds RMSE for Lasso: 0.014134708918197063 MAE for Lasso: 0.011606891002622443 Training time for Lasso: 0.010283946990966797 seconds Testing time for Lasso: 0.0012021064758300781 seconds RMSE for Lasso: 0.001925606685351788 MAE for Lasso: 0.001578931908189878 Training time for Lasso: 0.003401041030883789 seconds Testing time for Lasso: 0.001001119613647461 seconds RMSE for Lasso: 0.0015506015542847192 MAE for Lasso: 0.0012727529002240522 Training time for Lasso: 0.004539012908935547 seconds Testing time for Lasso: 0.001203775405883789 seconds RMSE for Lasso: 0.038999946216658005 MAE for Lasso: 0.03197862780991105 Training time for Lasso: 0.004498958587646484 seconds Testing time for Lasso: 0.001049041748046875 seconds RMSE for Lasso: 0.005740534007860041 MAE for Lasso: 0.004711942082091189 Training time for Lasso: 0.001989126205444336 seconds Testing time for Lasso: 0.00030994415283203125 seconds RMSE for Lasso: 0.0017209591654956463 MAE for Lasso: 0.001367009357979363 Training time for Lasso: 0.007183074951171875 seconds Testing time for Lasso: 0.0002949237823486328 seconds RMSE for Lasso: 0.0014343379355746839 MAE for Lasso: 0.0011761082628323738 Training time for Lasso: 0.005569934844970703 seconds Testing time for Lasso: 0.0009369850158691406 seconds RMSE for Lasso: 0.0041718051517149295 MAE for Lasso: 0.0034248688462270582 Training time for Lasso: 0.003833293914794922 seconds Testing time for Lasso: 0.00033283233642578125 seconds RMSE for Lasso: 0.0036407666661097847 MAE for Lasso: 0.002988603450571237 Training time for Lasso: 0.0022819042205810547 seconds Testing time for Lasso: 0.0003941059112548828 seconds RMSE for Lasso: 0.006356172693830044 MAE for Lasso: 0.005215527550442803 Training time for Lasso: 0.006376981735229492 seconds Testing time for Lasso: 0.0005550384521484375 seconds RMSE for Lasso: 0.0013898714756423506 MAE for Lasso: 0.0011421804310803995 Training time for Lasso: 0.005544900894165039 seconds Testing time for Lasso: 0.0003459453582763672 seconds RMSE for Lasso: 0.0025330382376611386 MAE for Lasso: 0.002078547746236499 Training time for Lasso: 0.0009930133819580078 seconds Testing time for Lasso: 0.00030303001403808594 seconds RMSE for Lasso: 0.0033307782650897513 MAE for Lasso: 0.0027390448357628382 Training time for Lasso: 0.0008981227874755859 seconds Testing time for Lasso: 0.0002760887145996094 seconds RMSE for Lasso: 0.005867719344789962 MAE for Lasso: 0.0048154111138271815 Training time for Lasso: 0.0009548664093017578 seconds Testing time for Lasso: 0.0002720355987548828 seconds RMSE for Lasso: 0.0025330382376611386 MAE for Lasso: 0.002078547746236499 Training time for Lasso: 0.0008819103240966797 seconds Testing time for Lasso: 0.00027108192443847656 seconds RMSE for Lasso: 0.003145850460494496 MAE for Lasso: 0.0025880295845622835 Training time for Lasso: 0.0060002803802490234 seconds Testing time for Lasso: 0.0010998249053955078 seconds RMSE for Lasso: 0.005948309656267434 MAE for Lasso: 0.00488300634771532 Training time for Lasso: 0.002447843551635742 seconds Testing time for Lasso: 0.0008702278137207031 seconds RMSE for Lasso: 0.002044779066796489 MAE for Lasso: 0.0016827757983228241 Training time for Lasso: 0.0026369094848632812 seconds Testing time for Lasso: 0.0008571147918701172 seconds RMSE for Lasso: 0.007049409445929898 MAE for Lasso: 0.005784180773992027 Training time for Lasso: 0.0012042522430419922 seconds Testing time for Lasso: 0.00031065940856933594 seconds RMSE for Lasso: 0.005649983706501232 MAE for Lasso: 0.004314967819367803 Training time for Lasso: 0.0010221004486083984 seconds Testing time for Lasso: 0.0002868175506591797 seconds RMSE for Lasso: 0.001834751093773353 MAE for Lasso: 0.0015070511305582547 Training time for Lasso: 0.0009217262268066406 seconds Testing time for Lasso: 0.0002779960632324219 seconds RMSE for Lasso: 0.0033468772122325426 MAE for Lasso: 0.002752158032323031 Training time for Lasso: 0.0007390975952148438 seconds Testing time for Lasso: 0.0002796649932861328 seconds RMSE for Lasso: 0.44376760665958376 MAE for Lasso: 0.3638743255856878 Training time for Lasso: 0.0009319782257080078 seconds Testing time for Lasso: 0.0002791881561279297 seconds RMSE for Lasso: 0.0016067273830939577 MAE for Lasso: 0.0013195837586323922 Training time for Lasso: 0.0009143352508544922 seconds Testing time for Lasso: 0.00027370452880859375 seconds RMSE for Lasso: 0.003568593216164686 MAE for Lasso: 0.0029356987205530326 Training time for Lasso: 0.0009799003601074219 seconds Testing time for Lasso: 0.0002770423889160156 seconds RMSE for Lasso: 0.0029648787798773673 MAE for Lasso: 0.0024346532056541115 Training time for Lasso: 0.009554862976074219 seconds Testing time for Lasso: 0.0010411739349365234 seconds RMSE for Lasso: 0.001474293409897241 MAE for Lasso: 0.001208870391136081 Training time for Lasso: 0.002413034439086914 seconds Testing time for Lasso: 0.0008809566497802734 seconds RMSE for Lasso: 0.006635061147142966 MAE for Lasso: 0.0054466404728745485 Training time for Lasso: 0.002657651901245117 seconds Testing time for Lasso: 0.0008308887481689453 seconds RMSE for Lasso: 0.019486894988875143 MAE for Lasso: 0.013992834788527855 Training time for Lasso: 0.0022389888763427734 seconds Testing time for Lasso: 0.0004012584686279297 seconds RMSE for Lasso: 0.010738599593252638 MAE for Lasso: 0.008816663604372525 Training time for Lasso: 0.0015151500701904297 seconds Testing time for Lasso: 0.00027489662170410156 seconds RMSE for Lasso: 0.003290835516438124 MAE for Lasso: 0.002706487913592044 Training time for Lasso: 0.0010190010070800781 seconds Testing time for Lasso: 0.0002701282501220703 seconds RMSE for Lasso: 0.005536264061656643 MAE for Lasso: 0.004259652635897995 Training time for Lasso: 0.0009288787841796875 seconds Testing time for Lasso: 0.0002682209014892578 seconds RMSE for Lasso: 0.0008719468887182409 MAE for Lasso: 0.0006957883581014279 Training time for Lasso: 0.0008687973022460938 seconds Testing time for Lasso: 0.0002720355987548828 seconds RMSE for Lasso: 0.0011491439292668868 MAE for Lasso: 0.0008895223436873679 Training time for Lasso: 0.008640050888061523 seconds Testing time for Lasso: 0.0009961128234863281 seconds RMSE for Lasso: 0.0014884309057994437 MAE for Lasso: 0.0012204626563432886 Training time for Lasso: 0.0033528804779052734 seconds Testing time for Lasso: 0.0002951622009277344 seconds RMSE for Lasso: 0.010271029728465653 MAE for Lasso: 0.008433672037766975 Training time for Lasso: 0.00096893310546875 seconds Testing time for Lasso: 0.0002779960632324219 seconds RMSE for Lasso: 0.00806926681283499 MAE for Lasso: 0.006623783590609644 Training time for Lasso: 0.0008928775787353516 seconds Testing time for Lasso: 0.00027489662170410156 seconds RMSE for Lasso: 0.00462451329744587 MAE for Lasso: 0.003795771273642572 Training time for Lasso: 0.0009071826934814453 seconds Testing time for Lasso: 0.0002880096435546875 seconds RMSE for Lasso: 0.010334132257286405 MAE for Lasso: 0.008486401292894099 Training time for Lasso: 0.0022780895233154297 seconds Testing time for Lasso: 0.00029206275939941406 seconds RMSE for Lasso: 0.0033435517518328206 MAE for Lasso: 0.0027461051952757743 Training time for Lasso: 0.00092315673828125 seconds Testing time for Lasso: 0.0002727508544921875 seconds RMSE for Lasso: 0.0012638440026563039 MAE for Lasso: 0.0010300606303873484 Training time for Lasso: 0.0009200572967529297 seconds Testing time for Lasso: 0.0002701282501220703 seconds RMSE for Lasso: 0.002694418377819499 MAE for Lasso: 0.0022173247979880807 Training time for Lasso: 0.0011699199676513672 seconds Testing time for Lasso: 0.0010251998901367188 seconds RMSE for Lasso: 0.0034506482383526876 MAE for Lasso: 0.0028330494534978003 Training time for Lasso: 0.003625154495239258 seconds Testing time for Lasso: 0.0002989768981933594 seconds RMSE for Lasso: 0.0012805003060412355 MAE for Lasso: 0.0010530836135517507 Training time for Lasso: 0.0009610652923583984 seconds Testing time for Lasso: 0.0002689361572265625 seconds RMSE for Lasso: 0.0010048462357601896 MAE for Lasso: 0.0008269496066255488 Training time for Lasso: 0.0035216808319091797 seconds Testing time for Lasso: 0.0009510517120361328 seconds RMSE for Lasso: 0.030166500482722777 MAE for Lasso: 0.02473550311852322 Training time for Lasso: 0.00292205810546875 seconds Testing time for Lasso: 0.0008800029754638672 seconds RMSE for Lasso: 0.002576550478573398 MAE for Lasso: 0.0021167833324402174 Training time for Lasso: 0.0029861927032470703 seconds Testing time for Lasso: 0.0002951622009277344 seconds RMSE for Lasso: 0.006267745236087441 MAE for Lasso: 0.005146050195717269 Training time for Lasso: 0.0009281635284423828 seconds Testing time for Lasso: 0.00028896331787109375 seconds RMSE for Lasso: 0.00151128946187029 MAE for Lasso: 0.0012434425129363457 Training time for Lasso: 0.0008778572082519531 seconds Testing time for Lasso: 0.0002689361572265625 seconds RMSE for Lasso: 0.010334132257286405 MAE for Lasso: 0.008486401292894099 Training time for Lasso: 0.0009069442749023438 seconds Testing time for Lasso: 0.00026917457580566406 seconds RMSE for Lasso: 0.01083112089402758 MAE for Lasso: 0.008893279921072902 Training time for Lasso: 0.0009150505065917969 seconds Testing time for Lasso: 0.00027108192443847656 seconds RMSE for Lasso: 0.004617306753200531 MAE for Lasso: 0.0037909071352453336 Training time for Lasso: 0.0008900165557861328 seconds Testing time for Lasso: 0.00026702880859375 seconds RMSE for Lasso: 0.0010249082243759403 MAE for Lasso: 0.0008403898421863331 Training time for Lasso: 0.0008759498596191406 seconds Testing time for Lasso: 0.00026917457580566406 seconds RMSE for Lasso: 0.0030163552217274954 MAE for Lasso: 0.0024820654493943107 Training time for Lasso: 0.0016558170318603516 seconds Testing time for Lasso: 0.0010161399841308594 seconds RMSE for Lasso: 0.004449742039049025 MAE for Lasso: 0.003653062644011529 Training time for Lasso: 0.003786802291870117 seconds Testing time for Lasso: 0.0003020763397216797 seconds RMSE for Lasso: 0.0017848218433831112 MAE for Lasso: 0.001464726950737063 Training time for Lasso: 0.0009720325469970703 seconds Testing time for Lasso: 0.000270843505859375 seconds RMSE for Lasso: 0.007498699971400307 MAE for Lasso: 0.006157165189979228 Training time for Lasso: 0.0009438991546630859 seconds Testing time for Lasso: 0.0002732276916503906 seconds RMSE for Lasso: 0.0019917286850821645 MAE for Lasso: 0.0016348743330859604 Training time for Lasso: 0.0009059906005859375 seconds Testing time for Lasso: 0.0002760887145996094 seconds RMSE for Lasso: 0.010405248256253241 MAE for Lasso: 0.008544789455151518 Training time for Lasso: 0.0009169578552246094 seconds Testing time for Lasso: 0.0002720355987548828 seconds RMSE for Lasso: 0.0008920046457439625 MAE for Lasso: 0.000701499504039198 Training time for Lasso: 0.0009641647338867188 seconds Testing time for Lasso: 0.00027489662170410156 seconds RMSE for Lasso: 0.006461145297587083 MAE for Lasso: 0.005304608996966475 Training time for Lasso: 0.0010349750518798828 seconds Testing time for Lasso: 0.0002880096435546875 seconds RMSE for Lasso: 0.006798117565771526 MAE for Lasso: 0.005005473620049834 Training time for Lasso: 0.0030982494354248047 seconds Testing time for Lasso: 0.0009050369262695312 seconds RMSE for Lasso: 0.0034071879852748455 MAE for Lasso: 0.002795555878747411 Training time for Lasso: 0.002949237823486328 seconds Testing time for Lasso: 0.00033593177795410156 seconds RMSE for Lasso: 0.002419476750239748 MAE for Lasso: 0.0019828349762139297 Training time for Lasso: 0.0013611316680908203 seconds Testing time for Lasso: 0.00029015541076660156 seconds RMSE for Lasso: 0.0015971077608081927 MAE for Lasso: 0.0013143756000347652 Training time for Lasso: 0.0028002262115478516 seconds Testing time for Lasso: 0.00028586387634277344 seconds RMSE for Lasso: 0.001720082221011407 MAE for Lasso: 0.0013860071467014469 Training time for Lasso: 0.0010828971862792969 seconds Testing time for Lasso: 0.0002789497375488281 seconds RMSE for Lasso: 0.00216704864440699 MAE for Lasso: 0.0017833501857284339 Training time for Lasso: 0.0011630058288574219 seconds Testing time for Lasso: 0.0002779960632324219 seconds RMSE for Lasso: 0.008094937419436446 MAE for Lasso: 0.006645962309818225 Training time for Lasso: 0.0010800361633300781 seconds Testing time for Lasso: 0.00038623809814453125 seconds RMSE for Lasso: 0.0036809976237019903 MAE for Lasso: 0.0030205610138996698 Training time for Lasso: 0.0011398792266845703 seconds Testing time for Lasso: 0.00027108192443847656 seconds RMSE for Lasso: 0.0017045916952786126 MAE for Lasso: 0.0013987854726993287 Training time for Lasso: 0.0012841224670410156 seconds Testing time for Lasso: 0.0002760887145996094 seconds RMSE for Lasso: 0.007935913610210068 MAE for Lasso: 0.006513141444877269 Training time for Lasso: 0.0010421276092529297 seconds Testing time for Lasso: 0.0003788471221923828 seconds RMSE for Lasso: 0.006275581460604336 MAE for Lasso: 0.005150636124939254 Training time for Lasso: 0.0011630058288574219 seconds Testing time for Lasso: 0.0002770423889160156 seconds RMSE for Lasso: 0.0025493901688676043 MAE for Lasso: 0.002093329453870485 Training time for Lasso: 0.0012059211730957031 seconds Testing time for Lasso: 0.00027489662170410156 seconds RMSE for Lasso: 0.004126679121397381 MAE for Lasso: 0.0033886162278593712 Training time for Lasso: 0.0011301040649414062 seconds Testing time for Lasso: 0.00027489662170410156 seconds RMSE for Lasso: 0.001241974562989334 MAE for Lasso: 0.0010194467227308745 Training time for Lasso: 0.001049041748046875 seconds Testing time for Lasso: 0.0002722740173339844 seconds RMSE for Lasso: 0.0020460890764385517 MAE for Lasso: 0.001673718864703968 Training time for Lasso: 0.0011980533599853516 seconds Testing time for Lasso: 0.0002791881561279297 seconds RMSE for Lasso: 0.007016150475153621 MAE for Lasso: 0.005760563509966312 Training time for Lasso: 0.0010709762573242188 seconds Testing time for Lasso: 0.000270843505859375 seconds RMSE for Lasso: 0.0033924167883139485 MAE for Lasso: 0.002783400368480509 Training time for Lasso: 0.0022470951080322266 seconds Testing time for Lasso: 0.0008921623229980469 seconds RMSE for Lasso: 0.0012963462093980107 MAE for Lasso: 0.0010659946674508624 Training time for Lasso: 0.0024988651275634766 seconds Testing time for Lasso: 0.0008652210235595703 seconds RMSE for Lasso: 0.0015863195918534917 MAE for Lasso: 0.0013026745954245644 Training time for Lasso: 0.0038869380950927734 seconds Testing time for Lasso: 0.0012500286102294922 seconds RMSE for Lasso: 0.0008660140111774036 MAE for Lasso: 0.0006757627305950109 Training time for Lasso: 0.006351947784423828 seconds Testing time for Lasso: 0.0003609657287597656 seconds RMSE for Lasso: 0.005452277028426285 MAE for Lasso: 0.004473982781421295 Training time for Lasso: 0.007976770401000977 seconds Testing time for Lasso: 0.00031304359436035156 seconds RMSE for Lasso: 0.005793932389803792 MAE for Lasso: 0.0047559484172452395 Training time for Lasso: 0.0017020702362060547 seconds Testing time for Lasso: 0.00034308433532714844 seconds RMSE for Lasso: 0.01234259157309243 MAE for Lasso: 0.010135406687959172 Training time for Lasso: 0.003269195556640625 seconds Testing time for Lasso: 0.0003409385681152344 seconds RMSE for Lasso: 0.011193458738026876 MAE for Lasso: 0.009191782788145959 Training time for Lasso: 0.0011310577392578125 seconds Testing time for Lasso: 0.0002849102020263672 seconds RMSE for Lasso: 0.008406738980516405 MAE for Lasso: 0.006902130134894761 Training time for Lasso: 0.0010721683502197266 seconds Testing time for Lasso: 0.0002789497375488281 seconds RMSE for Lasso: 0.0028349698071519856 MAE for Lasso: 0.002326609886011717 Training time for Lasso: 0.0009610652923583984 seconds Testing time for Lasso: 0.00027489662170410156 seconds RMSE for Lasso: 0.0013966330760947095 MAE for Lasso: 0.0011463990144558879 Training time for Lasso: 0.0008862018585205078 seconds Testing time for Lasso: 0.0002970695495605469 seconds RMSE for Lasso: 0.003505278976309587 MAE for Lasso: 0.002881272568283553 Training time for Lasso: 0.0014300346374511719 seconds Testing time for Lasso: 0.00027179718017578125 seconds RMSE for Lasso: 0.01162665930527418 MAE for Lasso: 0.009546866551371425 Training time for Lasso: 0.00993800163269043 seconds Testing time for Lasso: 0.001070261001586914 seconds RMSE for Lasso: 0.0013665691919260408 MAE for Lasso: 0.0011205402008067722 Training time for Lasso: 0.001355886459350586 seconds Testing time for Lasso: 0.000286102294921875 seconds RMSE for Lasso: 0.0026983980015998638 MAE for Lasso: 0.0022106083410599543 Training time for Lasso: 0.0010030269622802734 seconds Testing time for Lasso: 0.00028014183044433594 seconds RMSE for Lasso: 0.0031565856350039114 MAE for Lasso: 0.0025977048840891827 Training time for Lasso: 0.0009610652923583984 seconds Testing time for Lasso: 0.0002779960632324219 seconds RMSE for Lasso: 0.002357061995012893 MAE for Lasso: 0.0019341506284986387 Training time for Lasso: 0.0009212493896484375 seconds Testing time for Lasso: 0.00027489662170410156 seconds RMSE for Lasso: 0.012660283602319543 MAE for Lasso: 0.010396072763524992 Training time for Lasso: 0.0009341239929199219 seconds Testing time for Lasso: 0.00029277801513671875 seconds RMSE for Lasso: 0.0012816174716156078 MAE for Lasso: 0.0010486676815444173 Training time for Lasso: 0.0009331703186035156 seconds Testing time for Lasso: 0.000270843505859375 seconds RMSE for Lasso: 0.004594472536068879 MAE for Lasso: 0.0037721500933115683 Training time for Lasso: 0.0015718936920166016 seconds Testing time for Lasso: 0.00032210350036621094 seconds RMSE for Lasso: 0.003994997151964497 MAE for Lasso: 0.0032799184460276455 Training time for Lasso: 0.0011239051818847656 seconds Testing time for Lasso: 0.00030112266540527344 seconds RMSE for Lasso: 0.0043334304850988275 MAE for Lasso: 0.003558039041363532 Training time for Lasso: 0.0009229183197021484 seconds Testing time for Lasso: 0.0002758502960205078 seconds RMSE for Lasso: 0.0052505430241278715 MAE for Lasso: 0.004310824826950741 Training time for Lasso: 0.0008828639984130859 seconds Testing time for Lasso: 0.0002791881561279297 seconds RMSE for Lasso: 0.011614709616406172 MAE for Lasso: 0.009537040997028266 Training time for Lasso: 0.0016169548034667969 seconds Testing time for Lasso: 0.0002751350402832031 seconds RMSE for Lasso: 0.008488677291258443 MAE for Lasso: 0.006970764431472629 Training time for Lasso: 0.0008828639984130859 seconds Testing time for Lasso: 0.0002741813659667969 seconds RMSE for Lasso: 0.0021379850396312083 MAE for Lasso: 0.0017518144776088197 Training time for Lasso: 0.0009007453918457031 seconds Testing time for Lasso: 0.00028395652770996094 seconds RMSE for Lasso: 0.007161602886557725 MAE for Lasso: 0.005881050521824686 Training time for Lasso: 0.0008561611175537109 seconds Testing time for Lasso: 0.0002739429473876953 seconds RMSE for Lasso: 0.0013041356115164496 MAE for Lasso: 0.0010693467909579013 Training time for Lasso: 0.002988100051879883 seconds Testing time for Lasso: 0.0008919239044189453 seconds RMSE for Lasso: 0.001936118097372358 MAE for Lasso: 0.0015886638921694285 Training time for Lasso: 0.002468109130859375 seconds Testing time for Lasso: 0.0008590221405029297 seconds RMSE for Lasso: 0.0034669283456948896 MAE for Lasso: 0.0028446983307021333 Training time for Lasso: 0.0025262832641601562 seconds Testing time for Lasso: 0.0003228187561035156 seconds RMSE for Lasso: 0.008333810368928142 MAE for Lasso: 0.006842227276882893 Training time for Lasso: 0.0062830448150634766 seconds Testing time for Lasso: 0.0002739429473876953 seconds RMSE for Lasso: 0.001451628235503256 MAE for Lasso: 0.0011902857199662532 Training time for Lasso: 0.0011088848114013672 seconds Testing time for Lasso: 0.0002722740173339844 seconds RMSE for Lasso: 0.0017987583675813472 MAE for Lasso: 0.0014778493606791444 Training time for Lasso: 0.008188009262084961 seconds Testing time for Lasso: 0.0012209415435791016 seconds RMSE for Lasso: 0.0013942177587373437 MAE for Lasso: 0.0011432110840456833 Training time for Lasso: 0.0024530887603759766 seconds Testing time for Lasso: 0.0008912086486816406 seconds RMSE for Lasso: 0.0026764493013963463 MAE for Lasso: 0.0022005846700249255 Training time for Lasso: 0.0009746551513671875 seconds Testing time for Lasso: 0.0002732276916503906 seconds RMSE for Lasso: 0.003288613705174845 MAE for Lasso: 0.0026988686765637214 Training time for Lasso: 0.0008759498596191406 seconds Testing time for Lasso: 0.00027298927307128906 seconds RMSE for Lasso: 0.005163596669376285 MAE for Lasso: 0.0042371207971400975 Training time for Lasso: 0.0008668899536132812 seconds Testing time for Lasso: 0.00027298927307128906 seconds RMSE for Lasso: 0.0015764113982185172 MAE for Lasso: 0.0012200813558538393 Training time for Lasso: 0.0008687973022460938 seconds Testing time for Lasso: 0.00027108192443847656 seconds RMSE for Lasso: 0.007163297528746035 MAE for Lasso: 0.005879517191268277 Training time for Lasso: 0.0009241104125976562 seconds Testing time for Lasso: 0.0002689361572265625 seconds RMSE for Lasso: 0.004269505262156233 MAE for Lasso: 0.0035050418766285228 Training time for Lasso: 0.000885009765625 seconds Testing time for Lasso: 0.000270843505859375 seconds RMSE for Lasso: 0.008347775807249266 MAE for Lasso: 0.006855238963839891 Training time for Lasso: 0.0010461807250976562 seconds Testing time for Lasso: 0.00026988983154296875 seconds RMSE for Lasso: 0.004721249869815351 MAE for Lasso: 0.003875906611252926 Training time for Lasso: 0.002234935760498047 seconds Testing time for Lasso: 0.0009400844573974609 seconds RMSE for Lasso: 0.007265078107725284 MAE for Lasso: 0.00596261502383892 Training time for Lasso: 0.0032949447631835938 seconds Testing time for Lasso: 0.0009250640869140625 seconds RMSE for Lasso: 0.009529342449276288 MAE for Lasso: 0.007825053549088396 Training time for Lasso: 0.002613067626953125 seconds Testing time for Lasso: 0.0018510818481445312 seconds RMSE for Lasso: 0.0069873266765073504 MAE for Lasso: 0.005733115048270836 Training time for Lasso: 0.002593994140625 seconds Testing time for Lasso: 0.0008389949798583984 seconds RMSE for Lasso: 0.006005208335517996 MAE for Lasso: 0.004928321997615548 Training time for Lasso: 0.0025517940521240234 seconds Testing time for Lasso: 0.0014941692352294922 seconds RMSE for Lasso: 0.0031464972152550914 MAE for Lasso: 0.0025832903192023783 Training time for Lasso: 0.0020999908447265625 seconds Testing time for Lasso: 0.0003440380096435547 seconds RMSE for Lasso: 0.0035930865042126006 MAE for Lasso: 0.00294990528268376 Training time for Lasso: 0.0013148784637451172 seconds Testing time for Lasso: 0.0003960132598876953 seconds RMSE for Lasso: 0.009449760617028671 MAE for Lasso: 0.007760044076100589 Training time for Lasso: 0.0010502338409423828 seconds Testing time for Lasso: 0.00027871131896972656 seconds RMSE for Lasso: 0.007781907102890866 MAE for Lasso: 0.0063865331668370474 Training time for Lasso: 0.0011990070343017578 seconds Testing time for Lasso: 0.0002791881561279297 seconds RMSE for Lasso: 0.004640441387790934 MAE for Lasso: 0.0038092643074863286 Training time for Lasso: 0.0011603832244873047 seconds Testing time for Lasso: 0.00037384033203125 seconds RMSE for Lasso: 0.00203300963234565 MAE for Lasso: 0.0016691502957105885 Training time for Lasso: 0.0066089630126953125 seconds Testing time for Lasso: 0.00028204917907714844 seconds RMSE for Lasso: 0.0014426427050574773 MAE for Lasso: 0.0011829178910017822 Training time for Lasso: 0.002979755401611328 seconds Testing time for Lasso: 0.00038123130798339844 seconds RMSE for Lasso: 0.0013820788654126935 MAE for Lasso: 0.0011340011653825676 Training time for Lasso: 0.006613969802856445 seconds Testing time for Lasso: 0.0002779960632324219 seconds RMSE for Lasso: 0.001655123123282476 MAE for Lasso: 0.0013571445982176922 Training time for Lasso: 0.0011658668518066406 seconds Testing time for Lasso: 0.0002772808074951172 seconds RMSE for Lasso: 0.0022050341902354036 MAE for Lasso: 0.0018087896933547843 Training time for Lasso: 0.0010790824890136719 seconds Testing time for Lasso: 0.00036978721618652344 seconds RMSE for Lasso: 0.0038117579727217905 MAE for Lasso: 0.0031274406038428373 Training time for Lasso: 0.0010309219360351562 seconds Testing time for Lasso: 0.0002760887145996094 seconds RMSE for Lasso: 0.007542626903421722 MAE for Lasso: 0.006189348976344622 Training time for Lasso: 0.0011408329010009766 seconds Testing time for Lasso: 0.00028014183044433594 seconds RMSE for Lasso: 0.007549829621882963 MAE for Lasso: 0.006195926595347858 Training time for Lasso: 0.007596015930175781 seconds Testing time for Lasso: 0.0002808570861816406 seconds RMSE for Lasso: 0.0017266938879667612 MAE for Lasso: 0.001415830188017857 Training time for Lasso: 0.0022530555725097656 seconds Testing time for Lasso: 0.0002779960632324219 seconds RMSE for Lasso: 0.004457623588696429 MAE for Lasso: 0.003659332051909896 Training time for Lasso: 0.0024459362030029297 seconds Testing time for Lasso: 0.0010921955108642578 seconds RMSE for Lasso: 0.0008071589908360307 MAE for Lasso: 0.0006268036970778468 Training time for Lasso: 0.0030858516693115234 seconds Testing time for Lasso: 0.0003039836883544922 seconds RMSE for Lasso: 0.0012750670936847923 MAE for Lasso: 0.0010029681625150478 Training time for Lasso: 0.0011839866638183594 seconds Testing time for Lasso: 0.0003819465637207031 seconds RMSE for Lasso: 0.005679074604951724 MAE for Lasso: 0.004660892799606184 Training time for Lasso: 0.0011548995971679688 seconds Testing time for Lasso: 0.0002760887145996094 seconds RMSE for Lasso: 0.005629330079728627 MAE for Lasso: 0.004622855379974169 Training time for Lasso: 0.00203704833984375 seconds Testing time for Lasso: 0.00098419189453125 seconds RMSE for Lasso: 0.008771365989858915 MAE for Lasso: 0.007201804341578227 Training time for Lasso: 0.0037093162536621094 seconds Testing time for Lasso: 0.0009407997131347656 seconds RMSE for Lasso: 0.009830263753056566 MAE for Lasso: 0.008071269771143036 Training time for Lasso: 0.013304948806762695 seconds Testing time for Lasso: 0.0012359619140625 seconds RMSE for Lasso: 0.0018008941768388432 MAE for Lasso: 0.0014766718981092187 Training time for Lasso: 0.004123687744140625 seconds Testing time for Lasso: 0.0003032684326171875 seconds RMSE for Lasso: 0.0026145559935584674 MAE for Lasso: 0.0021470210078309913 Training time for Lasso: 0.0026099681854248047 seconds Testing time for Lasso: 0.00031685829162597656 seconds RMSE for Lasso: 0.005629330079728627 MAE for Lasso: 0.004622855379974169 Training time for Lasso: 0.004873037338256836 seconds Testing time for Lasso: 0.001199960708618164 seconds RMSE for Lasso: 0.0013213988230536754 MAE for Lasso: 0.0010835020365291025 Training time for Lasso: 0.0011019706726074219 seconds Testing time for Lasso: 0.00029587745666503906 seconds RMSE for Lasso: 0.0045857854745264305 MAE for Lasso: 0.0037658637431933605 Training time for Lasso: 0.006298065185546875 seconds Testing time for Lasso: 0.0053708553314208984 seconds RMSE for Lasso: 0.0013822808459755113 MAE for Lasso: 0.0011334232220758978 Training time for Lasso: 0.003942251205444336 seconds Testing time for Lasso: 0.000949859619140625 seconds RMSE for Lasso: 0.009830263753056566 MAE for Lasso: 0.008071269771143036 Training time for Lasso: 0.00462794303894043 seconds Testing time for Lasso: 0.0012848377227783203 seconds RMSE for Lasso: 0.003226418667002805 MAE for Lasso: 0.002653913490992421 Training time for Lasso: 0.0015606880187988281 seconds Testing time for Lasso: 0.0003190040588378906 seconds RMSE for Lasso: 0.009350939798021988 MAE for Lasso: 0.0076790292171735695 Training time for Lasso: 0.0009410381317138672 seconds Testing time for Lasso: 0.0003018379211425781 seconds RMSE for Lasso: 0.0024050191701610237 MAE for Lasso: 0.001978898103008584 Training time for Lasso: 0.0009539127349853516 seconds Testing time for Lasso: 0.00027298927307128906 seconds RMSE for Lasso: 0.00120074251891235 MAE for Lasso: 0.0009881365983455304 Training time for Lasso: 0.01081228256225586 seconds Testing time for Lasso: 0.0002796649932861328 seconds RMSE for Lasso: 0.0014676398882436604 MAE for Lasso: 0.001203414729966168 Training time for Lasso: 0.001010894775390625 seconds Testing time for Lasso: 0.00027298927307128906 seconds RMSE for Lasso: 0.0015566819752198392 MAE for Lasso: 0.0012777598563517678 Training time for Lasso: 0.0008928775787353516 seconds Testing time for Lasso: 0.0002732276916503906 seconds RMSE for Lasso: 0.005740274842840411 MAE for Lasso: 0.0047117710313541485 Training time for Lasso: 0.001744985580444336 seconds Testing time for Lasso: 0.0002720355987548828 seconds RMSE for Lasso: 0.00591925227752729 MAE for Lasso: 0.004859095949111447 Training time for Lasso: 0.0009338855743408203 seconds Testing time for Lasso: 0.00026917457580566406 seconds RMSE for Lasso: 0.00544328147453521 MAE for Lasso: 0.004469866804318814 Training time for Lasso: 0.0013480186462402344 seconds Testing time for Lasso: 0.0002918243408203125 seconds RMSE for Lasso: 0.009114651755379583 MAE for Lasso: 0.007481246596859963 Training time for Lasso: 0.0008592605590820312 seconds Testing time for Lasso: 0.00027108192443847656 seconds RMSE for Lasso: 0.009114651755379583 MAE for Lasso: 0.007481246596859963 Training time for Lasso: 0.000926971435546875 seconds Testing time for Lasso: 0.00026798248291015625 seconds RMSE for Lasso: 0.006100160630941553 MAE for Lasso: 0.005009265842513813 Training time for Lasso: 0.0008556842803955078 seconds Testing time for Lasso: 0.00026798248291015625 seconds RMSE for Lasso: 0.010344017088451792 MAE for Lasso: 0.008493686309326795 Training time for Lasso: 0.0008728504180908203 seconds Testing time for Lasso: 0.00027108192443847656 seconds RMSE for Lasso: 0.013661810204387241 MAE for Lasso: 0.011219201795518892 Training time for Lasso: 0.0008728504180908203 seconds Testing time for Lasso: 0.0002682209014892578 seconds RMSE for Lasso: 0.008731848186503152 MAE for Lasso: 0.007170337735822754 Training time for Lasso: 0.0008759498596191406 seconds Testing time for Lasso: 0.00026917457580566406 seconds RMSE for Lasso: 0.004431608983035812 MAE for Lasso: 0.0036427958215181897 Training time for Lasso: 0.0012509822845458984 seconds Testing time for Lasso: 0.0010581016540527344 seconds RMSE for Lasso: 0.0024668882816594275 MAE for Lasso: 0.0020253640296085075 Training time for Lasso: 0.0033109188079833984 seconds Testing time for Lasso: 0.0008571147918701172 seconds RMSE for Lasso: 0.013594603641413575 MAE for Lasso: 0.011162471254606138 Training time for Lasso: 0.002792835235595703 seconds Testing time for Lasso: 0.0008780956268310547 seconds RMSE for Lasso: 0.003501557955922126 MAE for Lasso: 0.0028727724049231983 Training time for Lasso: 0.002691984176635742 seconds Testing time for Lasso: 0.0008661746978759766 seconds RMSE for Lasso: 0.0013392751816650925 MAE for Lasso: 0.0010651532561363997 Training time for Lasso: 0.0035429000854492188 seconds Testing time for Lasso: 0.0011241436004638672 seconds RMSE for Lasso: 0.004415661684563531 MAE for Lasso: 0.0036272849390532524 Training time for Lasso: 0.002346038818359375 seconds Testing time for Lasso: 0.0008387565612792969 seconds RMSE for Lasso: 0.002018864766533948 MAE for Lasso: 0.001656181322798247 Training time for Lasso: 0.002274036407470703 seconds Testing time for Lasso: 0.0008308887481689453 seconds RMSE for Lasso: 0.006803692517215762 MAE for Lasso: 0.005587021506518921 Training time for Lasso: 0.0014231204986572266 seconds Testing time for Lasso: 0.0003018379211425781 seconds RMSE for Lasso: 0.0011538481423654678 MAE for Lasso: 0.0009461161840813314 Training time for Lasso: 0.0009379386901855469 seconds Testing time for Lasso: 0.00028324127197265625 seconds RMSE for Lasso: 0.006072070618477255 MAE for Lasso: 0.004984821326714624 Training time for Lasso: 0.0013239383697509766 seconds Testing time for Lasso: 0.0002779960632324219 seconds RMSE for Lasso: 0.0011277144545635282 MAE for Lasso: 0.000913370658327084 Training time for Lasso: 0.0010638236999511719 seconds Testing time for Lasso: 0.0002961158752441406 seconds RMSE for Lasso: 0.005617398309240158 MAE for Lasso: 0.004611181946041416 Training time for Lasso: 0.0012807846069335938 seconds Testing time for Lasso: 0.0002799034118652344 seconds RMSE for Lasso: 0.004805523122678694 MAE for Lasso: 0.003928934847218057 Training time for Lasso: 0.0010631084442138672 seconds Testing time for Lasso: 0.0002770423889160156 seconds RMSE for Lasso: 0.007852792585141622 MAE for Lasso: 0.006447693474988175 Training time for Lasso: 0.0011587142944335938 seconds Testing time for Lasso: 0.0002770423889160156 seconds RMSE for Lasso: 0.006592426088547237 MAE for Lasso: 0.0054115506902920356 Training time for Lasso: 0.0010437965393066406 seconds Testing time for Lasso: 0.0002727508544921875 seconds RMSE for Lasso: 0.001187030246814681 MAE for Lasso: 0.0009177218249330554 Training time for Lasso: 0.004190921783447266 seconds Testing time for Lasso: 0.0010199546813964844 seconds RMSE for Lasso: 0.006075173566090244 MAE for Lasso: 0.004560406415477303 Training time for Lasso: 0.0054209232330322266 seconds Testing time for Lasso: 0.0009682178497314453 seconds RMSE for Lasso: 0.007524930694153456 MAE for Lasso: 0.006179358991629664 Training time for Lasso: 0.0011379718780517578 seconds Testing time for Lasso: 0.00027680397033691406 seconds RMSE for Lasso: 0.23643833284427498 MAE for Lasso: 0.19387138136090304 Training time for Lasso: 0.0012359619140625 seconds Testing time for Lasso: 0.0002799034118652344 seconds RMSE for Lasso: 0.004081465352125537 MAE for Lasso: 0.0033513428329221286 Training time for Lasso: 0.0011293888092041016 seconds Testing time for Lasso: 0.0002770423889160156 seconds RMSE for Lasso: 0.003295844930143193 MAE for Lasso: 0.002706577967104282 Training time for Lasso: 0.002469778060913086 seconds Testing time for Lasso: 0.0008490085601806641 seconds RMSE for Lasso: 0.002710369561537519 MAE for Lasso: 0.0022207977434612934 Training time for Lasso: 0.003818988800048828 seconds Testing time for Lasso: 0.0008859634399414062 seconds RMSE for Lasso: 0.005425549017516036 MAE for Lasso: 0.004455298405978532 Training time for Lasso: 0.002866983413696289 seconds Testing time for Lasso: 0.0008749961853027344 seconds RMSE for Lasso: 0.005114960705705856 MAE for Lasso: 0.004200040169505721 Training time for Lasso: 0.001455068588256836 seconds Testing time for Lasso: 0.000308990478515625 seconds RMSE for Lasso: 0.0028080997488088445 MAE for Lasso: 0.0023038334809685423 Training time for Lasso: 0.0009288787841796875 seconds Testing time for Lasso: 0.00026917457580566406 seconds RMSE for Lasso: 0.005839018269239231 MAE for Lasso: 0.004794477103539423 Training time for Lasso: 0.0008871555328369141 seconds Testing time for Lasso: 0.00026798248291015625 seconds RMSE for Lasso: 0.004447464790531916 MAE for Lasso: 0.0036510233365750723 Training time for Lasso: 0.0010192394256591797 seconds Testing time for Lasso: 0.00026869773864746094 seconds RMSE for Lasso: 0.007667692640930443 MAE for Lasso: 0.005607975892206749 Training time for Lasso: 0.0008690357208251953 seconds Testing time for Lasso: 0.00026798248291015625 seconds RMSE for Lasso: 0.01232541470274737 MAE for Lasso: 0.010121205868226912 Training time for Lasso: 0.0008859634399414062 seconds Testing time for Lasso: 0.00026702880859375 seconds RMSE for Lasso: 0.01008906491020398 MAE for Lasso: 0.008283472552527255 Training time for Lasso: 0.000926971435546875 seconds Testing time for Lasso: 0.0002689361572265625 seconds RMSE for Lasso: 0.004721095662109744 MAE for Lasso: 0.0038761465736860943 Training time for Lasso: 0.004240989685058594 seconds Testing time for Lasso: 0.00028395652770996094 seconds RMSE for Lasso: 0.001061042640659322 MAE for Lasso: 0.0008414959965621538 Training time for Lasso: 0.001077890396118164 seconds Testing time for Lasso: 0.0002701282501220703 seconds RMSE for Lasso: 0.004237597902641417 MAE for Lasso: 0.0034785898673197566 Training time for Lasso: 0.0009019374847412109 seconds Testing time for Lasso: 0.00026607513427734375 seconds RMSE for Lasso: 0.006231298388315001 MAE for Lasso: 0.005115759663573511 Training time for Lasso: 0.0009071826934814453 seconds Testing time for Lasso: 0.0002689361572265625 seconds RMSE for Lasso: 0.0015353996179971903 MAE for Lasso: 0.0012627406681025644 Training time for Lasso: 0.0010120868682861328 seconds Testing time for Lasso: 0.000270843505859375 seconds RMSE for Lasso: 0.005005172567511054 MAE for Lasso: 0.004111629248126567 Training time for Lasso: 0.0008661746978759766 seconds Testing time for Lasso: 0.0002658367156982422 seconds RMSE for Lasso: 0.007852390162194892 MAE for Lasso: 0.006447362430893655 Training time for Lasso: 0.0009169578552246094 seconds Testing time for Lasso: 0.0002677440643310547 seconds RMSE for Lasso: 0.0011052139848472023 MAE for Lasso: 0.0008935524066610778 Training time for Lasso: 0.006261110305786133 seconds Testing time for Lasso: 0.0002658367156982422 seconds RMSE for Lasso: 0.0015026874685713895 MAE for Lasso: 0.0012321525523325682 Training time for Lasso: 0.0030760765075683594 seconds Testing time for Lasso: 0.0008671283721923828 seconds RMSE for Lasso: 0.005216132197697343 MAE for Lasso: 0.004283521307852017 Training time for Lasso: 0.0031249523162841797 seconds Testing time for Lasso: 0.0018863677978515625 seconds RMSE for Lasso: 0.0039570046100927785 MAE for Lasso: 0.0032481793495476906 Training time for Lasso: 0.003538846969604492 seconds Testing time for Lasso: 0.0009453296661376953 seconds RMSE for Lasso: 0.0022756660061011603 MAE for Lasso: 0.0018668499337247547 Training time for Lasso: 0.015368938446044922 seconds Testing time for Lasso: 0.0010790824890136719 seconds RMSE for Lasso: 0.002027220386217412 MAE for Lasso: 0.0016202768966345183 Training time for Lasso: 0.004040956497192383 seconds Testing time for Lasso: 0.0004241466522216797 seconds RMSE for Lasso: 0.0008758753722413125 MAE for Lasso: 0.0006869973297642406 Training time for Lasso: 0.004232883453369141 seconds Testing time for Lasso: 0.0004172325134277344 seconds RMSE for Lasso: 0.010682994343033127 MAE for Lasso: 0.008772741780546793 Training time for Lasso: 0.0010709762573242188 seconds Testing time for Lasso: 0.0002949237823486328 seconds RMSE for Lasso: 0.0009983889544168695 MAE for Lasso: 0.0008216434094358593 Training time for Lasso: 0.0009632110595703125 seconds Testing time for Lasso: 0.0002810955047607422 seconds RMSE for Lasso: 0.0022756660061011603 MAE for Lasso: 0.0018668499337247547 Training time for Lasso: 0.000982046127319336 seconds Testing time for Lasso: 0.0002779960632324219 seconds RMSE for Lasso: 0.0034868702645757888 MAE for Lasso: 0.002863055523955147 Training time for Lasso: 0.0009212493896484375 seconds Testing time for Lasso: 0.00027680397033691406 seconds RMSE for Lasso: 0.0010843351841662292 MAE for Lasso: 0.0008749841536846237 Training time for Lasso: 0.0010857582092285156 seconds Testing time for Lasso: 0.0002810955047607422 seconds RMSE for Lasso: 0.015499338798719484 MAE for Lasso: 0.011214982803182859 Training time for Lasso: 0.006685972213745117 seconds Testing time for Lasso: 0.0010602474212646484 seconds RMSE for Lasso: 0.19676027034291788 MAE for Lasso: 0.16133672128980892 Training time for Lasso: 0.003979921340942383 seconds Testing time for Lasso: 0.0009500980377197266 seconds RMSE for Lasso: 0.0007224948162736597 MAE for Lasso: 0.0005588811926896309 Training time for Lasso: 0.0034317970275878906 seconds Testing time for Lasso: 0.0009641647338867188 seconds RMSE for Lasso: 0.006620980272995214 MAE for Lasso: 0.005431543432598635 Training time for Lasso: 0.0045359134674072266 seconds Testing time for Lasso: 0.0009629726409912109 seconds RMSE for Lasso: 0.006750897226953372 MAE for Lasso: 0.005542124641373736 Training time for Lasso: 0.001920938491821289 seconds Testing time for Lasso: 0.00030422210693359375 seconds RMSE for Lasso: 0.20748007249975461 MAE for Lasso: 0.17012659401079638 Training time for Lasso: 0.0010690689086914062 seconds Testing time for Lasso: 0.00027298927307128906 seconds RMSE for Lasso: 0.015499338798719484 MAE for Lasso: 0.011214982803182859 Training time for Lasso: 0.00093841552734375 seconds Testing time for Lasso: 0.0002732276916503906 seconds RMSE for Lasso: 0.010259069581359213 MAE for Lasso: 0.008422853663796328 Training time for Lasso: 0.00090789794921875 seconds Testing time for Lasso: 0.0002713203430175781 seconds RMSE for Lasso: 0.00992765474520183 MAE for Lasso: 0.008151128042531512 Training time for Lasso: 0.0009310245513916016 seconds Testing time for Lasso: 0.0002751350402832031 seconds RMSE for Lasso: 0.00992765474520183 MAE for Lasso: 0.008151128042531512 Training time for Lasso: 0.0008652210235595703 seconds Testing time for Lasso: 0.0002741813659667969 seconds RMSE for Lasso: 0.008089853627076019 MAE for Lasso: 0.006638709455030645 Training time for Lasso: 0.0009360313415527344 seconds Testing time for Lasso: 0.00027298927307128906 seconds RMSE for Lasso: 0.0010228081048564072 MAE for Lasso: 0.0008201312080945744 Training time for Lasso: 0.0008759498596191406 seconds Testing time for Lasso: 0.00027108192443847656 seconds RMSE for Lasso: 0.009462623054828893 MAE for Lasso: 0.0077690346190134015 Training time for Lasso: 0.0009601116180419922 seconds Testing time for Lasso: 0.0002727508544921875 seconds RMSE for Lasso: 0.002294260791055839 MAE for Lasso: 0.0018828264646243741 Training time for Lasso: 0.0016489028930664062 seconds Testing time for Lasso: 0.0002732276916503906 seconds RMSE for Lasso: 0.014842149776094845 MAE for Lasso: 0.010754386925565207 Training time for Lasso: 0.00086212158203125 seconds Testing time for Lasso: 0.0006709098815917969 seconds RMSE for Lasso: 0.22983915690810025 MAE for Lasso: 0.18846028181879412 Training time for Lasso: 0.003620147705078125 seconds Testing time for Lasso: 0.00033092498779296875 seconds RMSE for Lasso: 0.010192504621247541 MAE for Lasso: 0.008368280513731462 Training time for Lasso: 0.0025768280029296875 seconds Testing time for Lasso: 0.0010602474212646484 seconds RMSE for Lasso: 0.008965708456892952 MAE for Lasso: 0.007362177154466165 Training time for Lasso: 0.0043468475341796875 seconds Testing time for Lasso: 0.0003020763397216797 seconds RMSE for Lasso: 0.005047606944455425 MAE for Lasso: 0.004143076151361545 Training time for Lasso: 0.0009050369262695312 seconds Testing time for Lasso: 0.00027298927307128906 seconds RMSE for Lasso: 0.0015155159834848322 MAE for Lasso: 0.001232227085314479 Training time for Lasso: 0.000904083251953125 seconds Testing time for Lasso: 0.00027179718017578125 seconds RMSE for Lasso: 0.0009859834831951865 MAE for Lasso: 0.0007872155734959918 Training time for Lasso: 0.0009372234344482422 seconds Testing time for Lasso: 0.0002906322479248047 seconds RMSE for Lasso: 0.003581927122547783 MAE for Lasso: 0.0029412197428576457 Training time for Lasso: 0.0008890628814697266 seconds Testing time for Lasso: 0.0002689361572265625 seconds RMSE for Lasso: 0.000922960845203468 MAE for Lasso: 0.0007179847708448773 Training time for Lasso: 0.0010159015655517578 seconds Testing time for Lasso: 0.0002689361572265625 seconds RMSE for Lasso: 0.00520309370597022 MAE for Lasso: 0.0042728108510952986 Training time for Lasso: 0.0008709430694580078 seconds Testing time for Lasso: 0.00026798248291015625 seconds RMSE for Lasso: 0.0009063156677542603 MAE for Lasso: 0.0007415268123991759 Training time for Lasso: 0.0008940696716308594 seconds Testing time for Lasso: 0.00026702880859375 seconds RMSE for Lasso: 0.0018636288421405552 MAE for Lasso: 0.0015204514367596288 Training time for Lasso: 0.0028600692749023438 seconds Testing time for Lasso: 0.0009100437164306641 seconds RMSE for Lasso: 0.0009482535724990047 MAE for Lasso: 0.0007528890473095817 Training time for Lasso: 0.004565000534057617 seconds Testing time for Lasso: 0.0009009838104248047 seconds RMSE for Lasso: 0.002278187993168921 MAE for Lasso: 0.0018694373717230927 Training time for Lasso: 0.002821207046508789 seconds Testing time for Lasso: 0.0002980232238769531 seconds RMSE for Lasso: 0.013285629465888701 MAE for Lasso: 0.010909278996379222 Training time for Lasso: 0.0012118816375732422 seconds Testing time for Lasso: 0.00028014183044433594 seconds RMSE for Lasso: 0.0009619994014133455 MAE for Lasso: 0.0007761710171338709 Training time for Lasso: 0.001558065414428711 seconds Testing time for Lasso: 0.0002789497375488281 seconds RMSE for Lasso: 0.0070277977744541194 MAE for Lasso: 0.005767908784475528 Training time for Lasso: 0.0010828971862792969 seconds Testing time for Lasso: 0.00027632713317871094 seconds RMSE for Lasso: 0.005507539020551594 MAE for Lasso: 0.004522084623536884 Training time for Lasso: 0.0011467933654785156 seconds Testing time for Lasso: 0.0002779960632324219 seconds RMSE for Lasso: 0.011681248559621887 MAE for Lasso: 0.00959263957182973 Training time for Lasso: 0.0010607242584228516 seconds Testing time for Lasso: 0.00027108192443847656 seconds RMSE for Lasso: 0.007073676317153412 MAE for Lasso: 0.00580813121011583 Training time for Lasso: 0.001184225082397461 seconds Testing time for Lasso: 0.00027179718017578125 seconds RMSE for Lasso: 0.0007540750362987194 MAE for Lasso: 0.0005834307791017945 Training time for Lasso: 0.001251220703125 seconds Testing time for Lasso: 0.0010077953338623047 seconds RMSE for Lasso: 0.0047019809568473875 MAE for Lasso: 0.003861064668066616 Training time for Lasso: 0.0023050308227539062 seconds Testing time for Lasso: 0.0008499622344970703 seconds RMSE for Lasso: 0.005168896275474134 MAE for Lasso: 0.00424438008845935 Training time for Lasso: 0.0027337074279785156 seconds Testing time for Lasso: 0.00030994415283203125 seconds RMSE for Lasso: 0.0007540750362987194 MAE for Lasso: 0.0005834307791017945 Training time for Lasso: 0.002048969268798828 seconds Testing time for Lasso: 0.0002770423889160156 seconds RMSE for Lasso: 0.0026194973056502978 MAE for Lasso: 0.0021506786200073246 Training time for Lasso: 0.0010938644409179688 seconds Testing time for Lasso: 0.0002770423889160156 seconds RMSE for Lasso: 0.005089066759169785 MAE for Lasso: 0.004179133824084405 Training time for Lasso: 0.0010619163513183594 seconds Testing time for Lasso: 0.00027489662170410156 seconds RMSE for Lasso: 0.008372975862861794 MAE for Lasso: 0.006875939733802072 Training time for Lasso: 0.0011889934539794922 seconds Testing time for Lasso: 0.0002799034118652344 seconds RMSE for Lasso: 0.00507707091930347 MAE for Lasso: 0.004168887907349923 Training time for Lasso: 0.0030252933502197266 seconds Testing time for Lasso: 0.0009789466857910156 seconds RMSE for Lasso: 0.004860452465369546 MAE for Lasso: 0.003990256079901427 Training time for Lasso: 0.0033347606658935547 seconds Testing time for Lasso: 0.0008630752563476562 seconds RMSE for Lasso: 0.0007224948162736597 MAE for Lasso: 0.0005588811926896309 Training time for Lasso: 0.003036975860595703 seconds Testing time for Lasso: 0.0002980232238769531 seconds RMSE for Lasso: 0.0033416986752166093 MAE for Lasso: 0.0027424386780000366 Training time for Lasso: 0.0015759468078613281 seconds Testing time for Lasso: 0.0010330677032470703 seconds RMSE for Lasso: 0.007738009786598725 MAE for Lasso: 0.006354210604452577 Training time for Lasso: 0.003119945526123047 seconds Testing time for Lasso: 0.0008618831634521484 seconds RMSE for Lasso: 0.006048276055299082 MAE for Lasso: 0.004966635810085469 Training time for Lasso: 0.0027697086334228516 seconds Testing time for Lasso: 0.0009622573852539062 seconds RMSE for Lasso: 0.010563100251693679 MAE for Lasso: 0.008672093514249113 Training time for Lasso: 0.0031099319458007812 seconds Testing time for Lasso: 0.0009121894836425781 seconds RMSE for Lasso: 0.004362439351257023 MAE for Lasso: 0.0035794965984992013 Training time for Lasso: 0.0027761459350585938 seconds Testing time for Lasso: 0.0009489059448242188 seconds RMSE for Lasso: 0.0009766052137266143 MAE for Lasso: 0.0007787764512352257 Training time for Lasso: 0.0011849403381347656 seconds Testing time for Lasso: 0.00028896331787109375 seconds RMSE for Lasso: 0.004709848891932353 MAE for Lasso: 0.0038677719018747414 Training time for Lasso: 0.0016601085662841797 seconds Testing time for Lasso: 0.00028705596923828125 seconds RMSE for Lasso: 0.01009873599115711 MAE for Lasso: 0.008291401824156476 Training time for Lasso: 0.0009188652038574219 seconds Testing time for Lasso: 0.0002779960632324219 seconds RMSE for Lasso: 0.0007473891951984853 MAE for Lasso: 0.000578040177953012 Training time for Lasso: 0.0009579658508300781 seconds Testing time for Lasso: 0.0002760887145996094 seconds RMSE for Lasso: 0.001838964633387541 MAE for Lasso: 0.001510922389313487 Training time for Lasso: 0.0009169578552246094 seconds Testing time for Lasso: 0.0002739429473876953 seconds RMSE for Lasso: 0.0009242346433541935 MAE for Lasso: 0.0007308049390528559 Training time for Lasso: 0.0009250640869140625 seconds Testing time for Lasso: 0.00027298927307128906 seconds RMSE for Lasso: 0.008526227825639032 MAE for Lasso: 0.0070007830816323936 Training time for Lasso: 0.0015039443969726562 seconds Testing time for Lasso: 0.0002932548522949219 seconds RMSE for Lasso: 0.00959701480559785 MAE for Lasso: 0.007879995822850087 Training time for Lasso: 0.0009560585021972656 seconds Testing time for Lasso: 0.00026988983154296875 seconds RMSE for Lasso: 0.010563100251693679 MAE for Lasso: 0.008672093514249113 Training time for Lasso: 0.00092315673828125 seconds Testing time for Lasso: 0.00027179718017578125 seconds RMSE for Lasso: 0.0007331629837719696 MAE for Lasso: 0.0005667512817042475 Training time for Lasso: 0.0009088516235351562 seconds Testing time for Lasso: 0.0002689361572265625 seconds RMSE for Lasso: 0.0011279205505178552 MAE for Lasso: 0.0009194305295017636 Training time for Lasso: 0.0009279251098632812 seconds Testing time for Lasso: 0.0002701282501220703 seconds RMSE for Lasso: 0.010330189256215481 MAE for Lasso: 0.008481159291090714 Training time for Lasso: 0.0034301280975341797 seconds Testing time for Lasso: 0.0009551048278808594 seconds RMSE for Lasso: 0.003127101843000754 MAE for Lasso: 0.0025670725151142547 Training time for Lasso: 0.003053903579711914 seconds Testing time for Lasso: 0.0009250640869140625 seconds RMSE for Lasso: 0.004936501601370449 MAE for Lasso: 0.004052783674300713 Training time for Lasso: 0.0018389225006103516 seconds Testing time for Lasso: 0.0009870529174804688 seconds RMSE for Lasso: 0.005125322891189037 MAE for Lasso: 0.004207081020089909 Training time for Lasso: 0.003283977508544922 seconds Testing time for Lasso: 0.0008819103240966797 seconds RMSE for Lasso: 0.006346670036572435 MAE for Lasso: 0.0052115077164444305 Training time for Lasso: 0.0027840137481689453 seconds Testing time for Lasso: 0.0008530616760253906 seconds RMSE for Lasso: 0.009772332287774691 MAE for Lasso: 0.008023765596047757 Training time for Lasso: 0.0030460357666015625 seconds Testing time for Lasso: 0.0008933544158935547 seconds RMSE for Lasso: 0.005951289063830935 MAE for Lasso: 0.0048872517632640375 Training time for Lasso: 0.00549769401550293 seconds Testing time for Lasso: 0.00031113624572753906 seconds RMSE for Lasso: 0.0063520469580991895 MAE for Lasso: 0.005216331149201627 Training time for Lasso: 0.004765033721923828 seconds Testing time for Lasso: 0.0011219978332519531 seconds RMSE for Lasso: 0.005235794754776207 MAE for Lasso: 0.004296833481032056 Training time for Lasso: 0.004366874694824219 seconds Testing time for Lasso: 0.0008981227874755859 seconds RMSE for Lasso: 0.000959544949590567 MAE for Lasso: 0.0007632698166926222 Training time for Lasso: 0.0033538341522216797 seconds Testing time for Lasso: 0.00035500526428222656 seconds RMSE for Lasso: 0.01004244652437968 MAE for Lasso: 0.008246939370740246 Training time for Lasso: 0.0062808990478515625 seconds Testing time for Lasso: 0.0013661384582519531 seconds RMSE for Lasso: 0.0008884457747580116 MAE for Lasso: 0.0006982755193068612 Training time for Lasso: 0.003535032272338867 seconds Testing time for Lasso: 0.0006968975067138672 seconds RMSE for Lasso: 0.0007564457198715952 MAE for Lasso: 0.0005853140076381092 Training time for Lasso: 0.0010759830474853516 seconds Testing time for Lasso: 0.00028634071350097656 seconds RMSE for Lasso: 0.005247438837992742 MAE for Lasso: 0.004306924357907418 Training time for Lasso: 0.0009338855743408203 seconds Testing time for Lasso: 0.0002779960632324219 seconds RMSE for Lasso: 0.010580443061788361 MAE for Lasso: 0.008686309984140559 Training time for Lasso: 0.0011358261108398438 seconds Testing time for Lasso: 0.0009379386901855469 seconds RMSE for Lasso: 0.0025695081132836015 MAE for Lasso: 0.0021134187815220517 Training time for Lasso: 0.0011031627655029297 seconds Testing time for Lasso: 0.0002770423889160156 seconds RMSE for Lasso: 0.0040324583895462495 MAE for Lasso: 0.003308906213566294 Training time for Lasso: 0.0009298324584960938 seconds Testing time for Lasso: 0.00028014183044433594 seconds RMSE for Lasso: 0.0008265096438214271 MAE for Lasso: 0.000643546510622759 Training time for Lasso: 0.0009226799011230469 seconds Testing time for Lasso: 0.00027298927307128906 seconds RMSE for Lasso: 0.0007613223390398668 MAE for Lasso: 0.0005891443392655216 Training time for Lasso: 0.0008969306945800781 seconds Testing time for Lasso: 0.0002951622009277344 seconds RMSE for Lasso: 0.011460379453901222 MAE for Lasso: 0.009410598443317885 Training time for Lasso: 0.0009360313415527344 seconds Testing time for Lasso: 0.0002727508544921875 seconds RMSE for Lasso: 0.004876947718327949 MAE for Lasso: 0.0040048241430698985 Training time for Lasso: 0.0009388923645019531 seconds Testing time for Lasso: 0.0007832050323486328 seconds RMSE for Lasso: 0.0007646525973556524 MAE for Lasso: 0.0005917279180831158 Training time for Lasso: 0.003970146179199219 seconds Testing time for Lasso: 0.0003361701965332031 seconds RMSE for Lasso: 0.007208278588522391 MAE for Lasso: 0.005915299677523142 Training time for Lasso: 0.0009410381317138672 seconds Testing time for Lasso: 0.00028395652770996094 seconds RMSE for Lasso: 0.0038768693851675587 MAE for Lasso: 0.0031810138473998694 Training time for Lasso: 0.0009489059448242188 seconds Testing time for Lasso: 0.0002770423889160156 seconds RMSE for Lasso: 0.010454934626608526 MAE for Lasso: 0.008583424432257259 Training time for Lasso: 0.0009279251098632812 seconds Testing time for Lasso: 0.00028014183044433594 seconds RMSE for Lasso: 0.005369820266877973 MAE for Lasso: 0.004409510104779253 Training time for Lasso: 0.0015609264373779297 seconds Testing time for Lasso: 0.0009741783142089844 seconds RMSE for Lasso: 0.011196950817463023 MAE for Lasso: 0.009194480898808725 Training time for Lasso: 0.003408193588256836 seconds Testing time for Lasso: 0.0009877681732177734 seconds RMSE for Lasso: 0.007115645884164591 MAE for Lasso: 0.00583915973346814 Training time for Lasso: 0.002832174301147461 seconds Testing time for Lasso: 0.0003039836883544922 seconds RMSE for Lasso: 0.010562485118269849 MAE for Lasso: 0.008671589267466553 Training time for Lasso: 0.001123189926147461 seconds Testing time for Lasso: 0.00026988983154296875 seconds RMSE for Lasso: 0.010575954424478581 MAE for Lasso: 0.008682630510142876 Training time for Lasso: 0.0009279251098632812 seconds Testing time for Lasso: 0.00026798248291015625 seconds RMSE for Lasso: 0.01010207342324215 MAE for Lasso: 0.008294138160391684 Training time for Lasso: 0.0009102821350097656 seconds Testing time for Lasso: 0.00027179718017578125 seconds RMSE for Lasso: 0.0008592117802637877 MAE for Lasso: 0.0006725702915963083 Training time for Lasso: 0.0008878707885742188 seconds Testing time for Lasso: 0.00026798248291015625 seconds RMSE for Lasso: 0.0031662144734397623 MAE for Lasso: 0.002602134382583747 Training time for Lasso: 0.002525806427001953 seconds Testing time for Lasso: 0.00026988983154296875 seconds RMSE for Lasso: 0.0007417785797217419 MAE for Lasso: 0.00057355926820434 Training time for Lasso: 0.0020737648010253906 seconds Testing time for Lasso: 0.0002722740173339844 seconds RMSE for Lasso: 0.010361000096560208 MAE for Lasso: 0.008506418226974333 Training time for Lasso: 0.0009551048278808594 seconds Testing time for Lasso: 0.000270843505859375 seconds RMSE for Lasso: 0.01052049192360313 MAE for Lasso: 0.008637165664667297 Training time for Lasso: 0.0008797645568847656 seconds Testing time for Lasso: 0.0002880096435546875 seconds RMSE for Lasso: 0.004819691306668016 MAE for Lasso: 0.0039549161830587124 Training time for Lasso: 0.0008947849273681641 seconds Testing time for Lasso: 0.0002713203430175781 seconds RMSE for Lasso: 0.010508760107901216 MAE for Lasso: 0.008627548496754366 Training time for Lasso: 0.0009531974792480469 seconds Testing time for Lasso: 0.0002720355987548828 seconds RMSE for Lasso: 0.0007260139517106304 MAE for Lasso: 0.0005614507240943655 Training time for Lasso: 0.0008938312530517578 seconds Testing time for Lasso: 0.00026798248291015625 seconds RMSE for Lasso: 0.0007212788226140488 MAE for Lasso: 0.0005579835209872375 Training time for Lasso: 0.0009179115295410156 seconds Testing time for Lasso: 0.000270843505859375 seconds RMSE for Lasso: 0.0007247780918392309 MAE for Lasso: 0.0005605530523907465 Training time for Lasso: 0.0009589195251464844 seconds Testing time for Lasso: 0.00026607513427734375 seconds RMSE for Lasso: 0.0007354309395361254 MAE for Lasso: 0.0005685089134862231 Training time for Lasso: 0.0009047985076904297 seconds Testing time for Lasso: 0.00026702880859375 seconds RMSE for Lasso: 0.0075616560006120685 MAE for Lasso: 0.006209311272327671 Training time for Lasso: 0.0009000301361083984 seconds Testing time for Lasso: 0.0002689361572265625 seconds RMSE for Lasso: 0.0007205722941729311 MAE for Lasso: 0.000557459557435065 Training time for Lasso: 0.003639698028564453 seconds Testing time for Lasso: 0.0008933544158935547 seconds RMSE for Lasso: 0.003389633404678988 MAE for Lasso: 0.0027814386670004954 Training time for Lasso: 0.0030078887939453125 seconds Testing time for Lasso: 0.0007801055908203125 seconds RMSE for Lasso: 0.001994064914153751 MAE for Lasso: 0.001638601672710278 Training time for Lasso: 0.0009250640869140625 seconds Testing time for Lasso: 0.0002689361572265625 seconds RMSE for Lasso: 0.002006530247436163 MAE for Lasso: 0.001650703534328688 Training time for Lasso: 0.0008969306945800781 seconds Testing time for Lasso: 0.00026702880859375 seconds RMSE for Lasso: 0.0007322555892101603 MAE for Lasso: 0.0005660705551203105 Training time for Lasso: 0.0009949207305908203 seconds Testing time for Lasso: 0.0002739429473876953 seconds RMSE for Lasso: 0.002345715680729993 MAE for Lasso: 0.0019302509106684429 Training time for Lasso: 0.0008969306945800781 seconds Testing time for Lasso: 0.0002682209014892578 seconds RMSE for Lasso: 0.010501580542573063 MAE for Lasso: 0.008621663018850496 Training time for Lasso: 0.0009200572967529297 seconds Testing time for Lasso: 0.0002701282501220703 seconds RMSE for Lasso: 0.0007195236017960118 MAE for Lasso: 0.0005566829501285486 Training time for Lasso: 0.0009000301361083984 seconds Testing time for Lasso: 0.00026607513427734375 seconds RMSE for Lasso: 0.0007169730830569005 MAE for Lasso: 0.0005548634577530986 Training time for Lasso: 0.0009119510650634766 seconds Testing time for Lasso: 0.0008609294891357422 seconds RMSE for Lasso: 0.0019490547934144734 MAE for Lasso: 0.0016029654437111596 Training time for Lasso: 0.0029070377349853516 seconds Testing time for Lasso: 0.0008642673492431641 seconds RMSE for Lasso: 0.0007246988596419444 MAE for Lasso: 0.0005604953303616523 Training time for Lasso: 0.002905130386352539 seconds Testing time for Lasso: 0.0002918243408203125 seconds RMSE for Lasso: 0.0007311886671087823 MAE for Lasso: 0.0005652668763339541 Training time for Lasso: 0.0009181499481201172 seconds Testing time for Lasso: 0.000270843505859375 seconds RMSE for Lasso: 0.010509048287457941 MAE for Lasso: 0.00862778473276748 Training time for Lasso: 0.0008971691131591797 seconds Testing time for Lasso: 0.0002696514129638672 seconds RMSE for Lasso: 0.000713446009481242 MAE for Lasso: 0.0005523713893057814 Training time for Lasso: 0.0008959770202636719 seconds Testing time for Lasso: 0.0002689361572265625 seconds RMSE for Lasso: 0.0007320254691166796 MAE for Lasso: 0.0005658975141533506 Training time for Lasso: 0.0008876323699951172 seconds Testing time for Lasso: 0.0002880096435546875 seconds RMSE for Lasso: 0.010531600395792935 MAE for Lasso: 0.008646271805332138 Training time for Lasso: 0.0008928775787353516 seconds Testing time for Lasso: 0.0002701282501220703 seconds RMSE for Lasso: 0.0007163049437539967 MAE for Lasso: 0.0005543901545257146 Training time for Lasso: 0.0009589195251464844 seconds Testing time for Lasso: 0.0002732276916503906 seconds RMSE for Lasso: 0.0007228304079041991 MAE for Lasso: 0.0005591280299238655 Training time for Lasso: 0.002610921859741211 seconds Testing time for Lasso: 0.0009217262268066406 seconds RMSE for Lasso: 0.0007176340605752184 MAE for Lasso: 0.0005553301146819667 Training time for Lasso: 0.0029871463775634766 seconds Testing time for Lasso: 0.002736806869506836 seconds RMSE for Lasso: 0.0007297067745560288 MAE for Lasso: 0.0005641490451716891 Training time for Lasso: 0.002101898193359375 seconds Testing time for Lasso: 0.0002970695495605469 seconds RMSE for Lasso: 0.0007147837899045485 MAE for Lasso: 0.0005533065098185563 Training time for Lasso: 0.0009291172027587891 seconds Testing time for Lasso: 0.0002751350402832031 seconds RMSE for Lasso: 0.0007151792135563462 MAE for Lasso: 0.0005535890245702468 Training time for Lasso: 0.0009281635284423828 seconds Testing time for Lasso: 0.0002727508544921875 seconds RMSE for Lasso: 0.010569281044100407 MAE for Lasso: 0.008677160123295913 Training time for Lasso: 0.0009098052978515625 seconds Testing time for Lasso: 0.0002722740173339844 seconds RMSE for Lasso: 0.0007167111442143038 MAE for Lasso: 0.0005546780945351947 Training time for Lasso: 0.0009768009185791016 seconds Testing time for Lasso: 0.00027179718017578125 seconds RMSE for Lasso: 0.0007138642553720371 MAE for Lasso: 0.0005526591823013849 Training time for Lasso: 0.0013670921325683594 seconds Testing time for Lasso: 0.00026798248291015625 seconds RMSE for Lasso: 0.0007228304079041991 MAE for Lasso: 0.0005591280299238655 Training time for Lasso: 0.0011820793151855469 seconds Testing time for Lasso: 0.0009527206420898438 seconds RMSE for Lasso: 0.0007194842037411829 MAE for Lasso: 0.000556654755244157 Training time for Lasso: 0.003175020217895508 seconds Testing time for Lasso: 0.0009441375732421875 seconds RMSE for Lasso: 0.0007174552585429012 MAE for Lasso: 0.0005552040318343731 Training time for Lasso: 0.0024950504302978516 seconds Testing time for Lasso: 0.0006358623504638672 seconds RMSE for Lasso: 0.0007136916625707701 MAE for Lasso: 0.0005525404995277494 Training time for Lasso: 0.000926971435546875 seconds Testing time for Lasso: 0.0002720355987548828 seconds RMSE for Lasso: 0.0007143569303421049 MAE for Lasso: 0.0005530008791903018 Training time for Lasso: 0.0009119510650634766 seconds Testing time for Lasso: 0.0002720355987548828 seconds RMSE for Lasso: 0.0007098423289811875 MAE for Lasso: 0.0005498645150159209 Training time for Lasso: 0.0009148120880126953 seconds Testing time for Lasso: 0.0002930164337158203 seconds RMSE for Lasso: 0.0007163606192921828 MAE for Lasso: 0.0005544296560776907 Training time for Lasso: 0.0009441375732421875 seconds Testing time for Lasso: 0.0002760887145996094 seconds RMSE for Lasso: 0.0007098423289811875 MAE for Lasso: 0.0005498645150159209 Training time for Lasso: 0.0009479522705078125 seconds Testing time for Lasso: 0.0002760887145996094 seconds RMSE for Lasso: 0.0007098402406113368 MAE for Lasso: 0.0005498630477276656 Training time for Lasso: 0.012179136276245117 seconds Testing time for Lasso: 0.0002930164337158203 seconds RMSE for Lasso: 0.0015891573985642388 MAE for Lasso: 0.0013030549503167776 Training time for Lasso: 0.006292819976806641 seconds Testing time for Lasso: 0.0002949237823486328 seconds RMSE for Lasso: 0.0015891574450301441 MAE for Lasso: 0.0013030549884167275 Training time for Lasso: 0.001013040542602539 seconds Testing time for Lasso: 0.001583099365234375 seconds RMSE for Lasso: 0.008204212800011719 MAE for Lasso: 0.006735757258614683 Training time for Lasso: 0.0031900405883789062 seconds Testing time for Lasso: 0.0009410381317138672 seconds RMSE for Lasso: 0.008204208171090296 MAE for Lasso: 0.006735753455301436 Training time for Lasso: 0.0028748512268066406 seconds Testing time for Lasso: 0.00030493736267089844 seconds RMSE for Lasso: 0.0054925869754768345 MAE for Lasso: 0.004509242468512342 Training time for Lasso: 0.001322031021118164 seconds Testing time for Lasso: 0.00027298927307128906 seconds RMSE for Lasso: 0.005492582346542131 MAE for Lasso: 0.004509238662332624 Training time for Lasso: 0.002474069595336914 seconds Testing time for Lasso: 0.00027108192443847656 seconds RMSE for Lasso: 0.010356686078352079 MAE for Lasso: 0.008502881584875065 Training time for Lasso: 0.00530695915222168 seconds Testing time for Lasso: 0.00027108192443847656 seconds RMSE for Lasso: 0.010356674722867176 MAE for Lasso: 0.008502872275611209 Training time for Lasso: 0.002824068069458008 seconds Testing time for Lasso: 0.0010249614715576172 seconds RMSE for Lasso: 0.0007098032028038881 MAE for Lasso: 0.0005498370221377247 Training time for Lasso: 0.005887031555175781 seconds Testing time for Lasso: 0.0009448528289794922 seconds RMSE for Lasso: 0.000709801114887104 MAE for Lasso: 0.0005498355548507305 Training time for Lasso: 0.0034198760986328125 seconds Testing time for Lasso: 0.0003790855407714844 seconds RMSE for Lasso: 0.010445102788060328 MAE for Lasso: 0.008575364566173027 Training time for Lasso: 0.0013797283172607422 seconds Testing time for Lasso: 0.00029015541076660156 seconds RMSE for Lasso: 0.010445091432188849 MAE for Lasso: 0.008575355256932236 Training time for Lasso: 0.0032770633697509766 seconds Testing time for Lasso: 0.002004861831665039 seconds RMSE for Lasso: 0.000709786281741186 MAE for Lasso: 0.0005498251303067026 Training time for Lasso: 0.0009846687316894531 seconds Testing time for Lasso: 0.00028204917907714844 seconds RMSE for Lasso: 0.0007097841940519889 MAE for Lasso: 0.0005498236630229414 Training time for Lasso: 0.0009198188781738281 seconds Testing time for Lasso: 0.0002789497375488281 seconds RMSE for Lasso: 0.010503428243752291 MAE for Lasso: 0.008623177681011436 Training time for Lasso: 0.0010819435119628906 seconds Testing time for Lasso: 0.0002720355987548828 seconds RMSE for Lasso: 0.010503416887592177 MAE for Lasso: 0.00862316837174311 Training time for Lasso: 0.0009222030639648438 seconds Testing time for Lasso: 0.000293731689453125 seconds RMSE for Lasso: 0.0007097789451832012 MAE for Lasso: 0.000549819973933916 Training time for Lasso: 0.0009081363677978516 seconds Testing time for Lasso: 0.00027179718017578125 seconds RMSE for Lasso: 0.000709776857600761 MAE for Lasso: 0.0005498185066760542 Training time for Lasso: 0.003553152084350586 seconds Testing time for Lasso: 0.0003409385681152344 seconds RMSE for Lasso: 0.01061070963936861 MAE for Lasso: 0.008711120262866362 Training time for Lasso: 0.0009379386901855469 seconds Testing time for Lasso: 0.0002810955047607422 seconds RMSE for Lasso: 0.01061069828044498 MAE for Lasso: 0.008711110951724743 Training time for Lasso: 0.0009851455688476562 seconds Testing time for Lasso: 0.0002770423889160156 seconds RMSE for Lasso: 0.0007097789253652678 MAE for Lasso: 0.000549819960002642 Training time for Lasso: 0.0010759830474853516 seconds Testing time for Lasso: 0.00027298927307128906 seconds RMSE for Lasso: 0.0007097768377622414 MAE for Lasso: 0.0005498184927362359 Training time for Lasso: 0.0009319782257080078 seconds Testing time for Lasso: 0.0002689361572265625 seconds RMSE for Lasso: 0.000709778905513911 MAE for Lasso: 0.000549819946051775 Training time for Lasso: 0.0009088516235351562 seconds Testing time for Lasso: 0.0002689361572265625 seconds RMSE for Lasso: 0.0007097768179176701 MAE for Lasso: 0.0005498184787857064 Training time for Lasso: 0.0009081363677978516 seconds Testing time for Lasso: 0.0002696514129638672 seconds RMSE for Lasso: 0.0007092368571644806 MAE for Lasso: 0.0005494383854249119 Training time for Lasso: 0.0009050369262695312 seconds Testing time for Lasso: 0.00036406517028808594 seconds RMSE for Lasso: 0.0007092347759736927 MAE for Lasso: 0.0005494369181637637 Training time for Lasso: 0.0011868476867675781 seconds Testing time for Lasso: 0.0002810955047607422 seconds RMSE for Lasso: 0.0106117139596594 MAE for Lasso: 0.008711943524668779 Training time for Lasso: 0.001405954360961914 seconds Testing time for Lasso: 0.00026488304138183594 seconds RMSE for Lasso: 0.010611702600714314 MAE for Lasso: 0.00871193421350462 Training time for Lasso: 0.001157999038696289 seconds Testing time for Lasso: 0.0002918243408203125 seconds RMSE for Lasso: 0.0007092368550346911 MAE for Lasso: 0.000549438383917682 Training time for Lasso: 0.0009050369262695312 seconds Testing time for Lasso: 0.000270843505859375 seconds RMSE for Lasso: 0.0007092347738350446 MAE for Lasso: 0.0005494369166454049 Training time for Lasso: 0.0009200572967529297 seconds Testing time for Lasso: 0.0002677440643310547 seconds RMSE for Lasso: 0.0007092368528835132 MAE for Lasso: 0.0005494383823953797 Training time for Lasso: 0.0009000301361083984 seconds Testing time for Lasso: 0.0002639293670654297 seconds RMSE for Lasso: 0.0007092347716915196 MAE for Lasso: 0.0005494369151459022 Training time for Lasso: 0.0009107589721679688 seconds Testing time for Lasso: 0.0002682209014892578 seconds RMSE for Lasso: 0.01061268872976401 MAE for Lasso: 0.008712742563287721 Training time for Lasso: 0.0008907318115234375 seconds Testing time for Lasso: 0.00026917457580566406 seconds RMSE for Lasso: 0.010612677370805642 MAE for Lasso: 0.00871273325212151 Training time for Lasso: 0.0009148120880126953 seconds Testing time for Lasso: 0.00026917457580566406 seconds RMSE for Lasso: 0.000709236852330033 MAE for Lasso: 0.0005494383820080895 Training time for Lasso: 0.0011439323425292969 seconds Testing time for Lasso: 0.0010380744934082031 seconds RMSE for Lasso: 0.0007092347711391796 MAE for Lasso: 0.0005494369147492595 Training time for Lasso: 0.003567218780517578 seconds Testing time for Lasso: 0.0008828639984130859 seconds RMSE for Lasso: 0.0007092368513499559 MAE for Lasso: 0.0005494383813195824 Training time for Lasso: 0.0031371116638183594 seconds Testing time for Lasso: 0.00032401084899902344 seconds RMSE for Lasso: 0.0007092347701471159 MAE for Lasso: 0.0005494369140560984 Training time for Lasso: 0.0009920597076416016 seconds Testing time for Lasso: 0.0002810955047607422 seconds RMSE for Lasso: 0.0007091475751177253 MAE for Lasso: 0.0005493754251114513 Training time for Lasso: 0.0010209083557128906 seconds Testing time for Lasso: 0.00027108192443847656 seconds RMSE for Lasso: 0.0007091454949747371 MAE for Lasso: 0.0005493739578385171 Training time for Ridge: 0.0016148090362548828 seconds Testing time for Ridge: 0.0008389949798583984 seconds RMSE for Ridge: 0.001493815413932816 MAE for Ridge: 0.0011086666825261648 Training time for Ridge: 0.0017919540405273438 seconds Testing time for Ridge: 0.0009360313415527344 seconds RMSE for Ridge: 0.0003506495555540198 MAE for Ridge: 0.00026007372168922237 Training time for Ridge: 0.002279996871948242 seconds Testing time for Ridge: 0.0003101825714111328 seconds RMSE for Ridge: 0.00018492475156433035 MAE for Ridge: 0.00013712191426137999 Training time for Ridge: 0.0019829273223876953 seconds Testing time for Ridge: 0.0002892017364501953 seconds RMSE for Ridge: 0.00101872990444478 MAE for Ridge: 0.0007559328573657976 Training time for Ridge: 0.0004878044128417969 seconds Testing time for Ridge: 0.0002739429473876953 seconds RMSE for Ridge: 9.975717038942174e-05 MAE for Ridge: 7.395634414909757e-05 Training time for Ridge: 0.0004680156707763672 seconds Testing time for Ridge: 0.00026702880859375 seconds RMSE for Ridge: 0.0007832705398756371 MAE for Ridge: 0.0005811552318579238 Training time for Ridge: 0.0004889965057373047 seconds Testing time for Ridge: 0.0002658367156982422 seconds RMSE for Ridge: 0.0011664306200781394 MAE for Ridge: 0.0008655720465652994 Training time for Ridge: 0.0004620552062988281 seconds Testing time for Ridge: 0.0002701282501220703 seconds RMSE for Ridge: 0.0011061061101211487 MAE for Ridge: 0.0008207903664001037 Training time for Ridge: 0.00046515464782714844 seconds Testing time for Ridge: 0.0002620220184326172 seconds RMSE for Ridge: 0.0006422582591937965 MAE for Ridge: 0.00047648844254075226 Training time for Ridge: 0.0004677772521972656 seconds Testing time for Ridge: 0.0002608299255371094 seconds RMSE for Ridge: 0.0007067073652948527 MAE for Ridge: 0.0005243252327596792 Training time for Ridge: 0.0004611015319824219 seconds Testing time for Ridge: 0.0002639293670654297 seconds RMSE for Ridge: 0.000246814315395942 MAE for Ridge: 0.00018303296574170958 Training time for Ridge: 0.0004570484161376953 seconds Testing time for Ridge: 0.00026297569274902344 seconds RMSE for Ridge: 0.00047625031610214175 MAE for Ridge: 0.0003532795896836394 Training time for Ridge: 0.00045609474182128906 seconds Testing time for Ridge: 0.00026679039001464844 seconds RMSE for Ridge: 0.0009278289273315956 MAE for Ridge: 0.0006884582909615222 Training time for Ridge: 0.0004591941833496094 seconds Testing time for Ridge: 0.00026798248291015625 seconds RMSE for Ridge: 0.0012885265994354205 MAE for Ridge: 0.0009562310645410666 Training time for Ridge: 0.00045800209045410156 seconds Testing time for Ridge: 0.0002849102020263672 seconds RMSE for Ridge: 0.0013921634630720597 MAE for Ridge: 0.0010331855330506202 Training time for Ridge: 0.0004627704620361328 seconds Testing time for Ridge: 0.00026106834411621094 seconds RMSE for Ridge: 7.321444789816968e-06 MAE for Ridge: 5.42636891058379e-06 Training time for Ridge: 0.00046515464782714844 seconds Testing time for Ridge: 0.0002620220184326172 seconds RMSE for Ridge: 0.00029106079971851943 MAE for Ridge: 0.0002158599250855886 Training time for Ridge: 0.0004818439483642578 seconds Testing time for Ridge: 0.000263214111328125 seconds RMSE for Ridge: 0.0011932640719270594 MAE for Ridge: 0.0008854962211419703 Training time for Ridge: 0.0004642009735107422 seconds Testing time for Ridge: 0.0002598762512207031 seconds RMSE for Ridge: 9.643105359433317e-05 MAE for Ridge: 7.148988718912896e-05 Training time for Ridge: 0.002552032470703125 seconds Testing time for Ridge: 0.0008878707885742188 seconds RMSE for Ridge: 0.0006360991980666135 MAE for Ridge: 0.00047191701566261734 Training time for Ridge: 0.0014317035675048828 seconds Testing time for Ridge: 0.0008318424224853516 seconds RMSE for Ridge: 0.0013707294052427168 MAE for Ridge: 0.0010172698187047846 Training time for Ridge: 0.0020601749420166016 seconds Testing time for Ridge: 0.0023889541625976562 seconds RMSE for Ridge: 0.0009303196065582069 MAE for Ridge: 0.0006903070905826958 Training time for Ridge: 0.0018930435180664062 seconds Testing time for Ridge: 0.00029397010803222656 seconds RMSE for Ridge: 0.0008844420982918618 MAE for Ridge: 0.0006562528311032523 Training time for Ridge: 0.00047278404235839844 seconds Testing time for Ridge: 0.00026416778564453125 seconds RMSE for Ridge: 4.1780679691859764e-05 MAE for Ridge: 3.096972043312718e-05 Training time for Ridge: 0.0004611015319824219 seconds Testing time for Ridge: 0.000263214111328125 seconds RMSE for Ridge: 0.0003922935220284873 MAE for Ridge: 0.0002909752442428015 Training time for Ridge: 0.0004570484161376953 seconds Testing time for Ridge: 0.00026679039001464844 seconds RMSE for Ridge: 0.0006976595959595742 MAE for Ridge: 0.0005176095171539252 Training time for Ridge: 0.0005218982696533203 seconds Testing time for Ridge: 0.00026416778564453125 seconds RMSE for Ridge: 0.0006325018125549163 MAE for Ridge: 0.00046924694325344517 Training time for Ridge: 0.00045800209045410156 seconds Testing time for Ridge: 0.0002849102020263672 seconds RMSE for Ridge: 5.3979682874776656e-05 MAE for Ridge: 4.001363431687111e-05 Training time for Ridge: 0.0004646778106689453 seconds Testing time for Ridge: 0.0002663135528564453 seconds RMSE for Ridge: 0.0003434246040432331 MAE for Ridge: 0.00025471270516021606 Training time for Ridge: 0.0004591941833496094 seconds Testing time for Ridge: 0.0002639293670654297 seconds RMSE for Ridge: 0.0003410624195997742 MAE for Ridge: 0.00025295994383676577 Training time for Ridge: 0.0004839897155761719 seconds Testing time for Ridge: 0.0002620220184326172 seconds RMSE for Ridge: 0.0010335068513084367 MAE for Ridge: 0.0007669015394931922 Training time for Ridge: 0.00045680999755859375 seconds Testing time for Ridge: 0.0002598762512207031 seconds RMSE for Ridge: 0.0005283493641669656 MAE for Ridge: 0.00039194505479472674 Training time for Ridge: 0.00045680999755859375 seconds Testing time for Ridge: 0.0002639293670654297 seconds RMSE for Ridge: 0.0001990251257375552 MAE for Ridge: 0.00014758125047535488 Training time for Ridge: 0.0004596710205078125 seconds Testing time for Ridge: 0.00026106834411621094 seconds RMSE for Ridge: 9.909748569011534e-05 MAE for Ridge: 7.346715719533492e-05 Training time for Ridge: 0.000457763671875 seconds Testing time for Ridge: 0.00026416778564453125 seconds RMSE for Ridge: 0.000857495751202051 MAE for Ridge: 0.0006362509797187243 Training time for Ridge: 0.0004620552062988281 seconds Testing time for Ridge: 0.0002799034118652344 seconds RMSE for Ridge: 0.0004886581586375526 MAE for Ridge: 0.000362487935715663 Training time for Ridge: 0.0004570484161376953 seconds Testing time for Ridge: 0.0002608299255371094 seconds RMSE for Ridge: 0.0001271921101025986 MAE for Ridge: 9.430176154602954e-05 Training time for Ridge: 0.00045490264892578125 seconds Testing time for Ridge: 0.0002620220184326172 seconds RMSE for Ridge: 0.00021591312850616885 MAE for Ridge: 0.00016010889855436972 Training time for Ridge: 0.0004699230194091797 seconds Testing time for Ridge: 0.0002701282501220703 seconds RMSE for Ridge: 0.0006226599659025091 MAE for Ridge: 0.00046194209916147424 Training time for Ridge: 0.0004558563232421875 seconds Testing time for Ridge: 0.0006189346313476562 seconds RMSE for Ridge: 0.0010844762636282247 MAE for Ridge: 0.0008047350910775552 Training time for Ridge: 0.0015070438385009766 seconds Testing time for Ridge: 0.0008289813995361328 seconds RMSE for Ridge: 0.0002956706674800025 MAE for Ridge: 0.0002192802014302231 Training time for Ridge: 0.001435995101928711 seconds Testing time for Ridge: 0.0008609294891357422 seconds RMSE for Ridge: 0.00027275700706973324 MAE for Ridge: 0.0002022797819210975 Training time for Ridge: 0.0013949871063232422 seconds Testing time for Ridge: 0.0008158683776855469 seconds RMSE for Ridge: 0.00017832178944545598 MAE for Ridge: 0.0001322241283225356 Training time for Ridge: 0.00047469139099121094 seconds Testing time for Ridge: 0.0002639293670654297 seconds RMSE for Ridge: 0.0001600257359313257 MAE for Ridge: 0.00011865341892013604 Training time for Ridge: 0.00045299530029296875 seconds Testing time for Ridge: 0.0002598762512207031 seconds RMSE for Ridge: 2.67368606834428e-05 MAE for Ridge: 1.9817621836022426e-05 Training time for Ridge: 0.00045609474182128906 seconds Testing time for Ridge: 0.00026488304138183594 seconds RMSE for Ridge: 0.00042027194497488003 MAE for Ridge: 0.0003117373510314092 Training time for Ridge: 0.000453948974609375 seconds Testing time for Ridge: 0.00026106834411621094 seconds RMSE for Ridge: 0.0009303502430332688 MAE for Ridge: 0.000690329831647194 Training time for Ridge: 0.000453948974609375 seconds Testing time for Ridge: 0.00028395652770996094 seconds RMSE for Ridge: 0.0005082824759203903 MAE for Ridge: 0.00037705213425409667 Training time for Ridge: 0.00045299530029296875 seconds Testing time for Ridge: 0.00026106834411621094 seconds RMSE for Ridge: 0.0008013188001427183 MAE for Ridge: 0.0005945519791508592 Training time for Ridge: 0.00045371055603027344 seconds Testing time for Ridge: 0.0002613067626953125 seconds RMSE for Ridge: 0.00018783753892155175 MAE for Ridge: 0.00013928252039576705 Training time for Ridge: 0.0004749298095703125 seconds Testing time for Ridge: 0.0002639293670654297 seconds RMSE for Ridge: 0.00021031378950578348 MAE for Ridge: 0.00015595520675440789 Training time for Ridge: 0.0004551410675048828 seconds Testing time for Ridge: 0.00026488304138183594 seconds RMSE for Ridge: 0.00023365585721456808 MAE for Ridge: 0.00017327115285795892 Training time for Ridge: 0.00045490264892578125 seconds Testing time for Ridge: 0.0002620220184326172 seconds RMSE for Ridge: 0.000448456913765617 MAE for Ridge: 0.00033265344215000604 Training time for Ridge: 0.0006611347198486328 seconds Testing time for Ridge: 0.0002639293670654297 seconds RMSE for Ridge: 0.0008961690265899032 MAE for Ridge: 0.0006649575635242933 Training time for Ridge: 0.0004558563232421875 seconds Testing time for Ridge: 0.0002601146697998047 seconds RMSE for Ridge: 6.511635965230093e-05 MAE for Ridge: 4.827048476678364e-05 Training time for Ridge: 0.00045299530029296875 seconds Testing time for Ridge: 0.0002720355987548828 seconds RMSE for Ridge: 0.001088159665320466 MAE for Ridge: 0.0008074691904133147 Training time for Ridge: 0.00045299530029296875 seconds Testing time for Ridge: 0.00026106834411621094 seconds RMSE for Ridge: 0.0007840119034954854 MAE for Ridge: 0.0005817055252761438 Training time for Ridge: 0.00045299530029296875 seconds Testing time for Ridge: 0.00026297569274902344 seconds RMSE for Ridge: 0.0005894631775411843 MAE for Ridge: 0.00043730301091541966 Training time for Ridge: 0.00045800209045410156 seconds Testing time for Ridge: 0.00028014183044433594 seconds RMSE for Ridge: 0.0014862388183588592 MAE for Ridge: 0.0011030407209480853 Training time for Ridge: 0.00045490264892578125 seconds Testing time for Ridge: 0.00026297569274902344 seconds RMSE for Ridge: 0.0011850308720291395 MAE for Ridge: 0.0008793829484634319 Training time for Ridge: 0.000453948974609375 seconds Testing time for Ridge: 0.0005819797515869141 seconds RMSE for Ridge: 8.908744858429805e-05 MAE for Ridge: 6.604441489189483e-05 Training time for Ridge: 0.0015599727630615234 seconds Testing time for Ridge: 0.0009839534759521484 seconds RMSE for Ridge: 0.00010519566468656604 MAE for Ridge: 7.798929156026091e-05 Training time for Ridge: 0.0014178752899169922 seconds Testing time for Ridge: 0.0008270740509033203 seconds RMSE for Ridge: 0.0006073112899876911 MAE for Ridge: 0.0004505500471287238 Training time for Ridge: 0.0014007091522216797 seconds Testing time for Ridge: 0.0008320808410644531 seconds RMSE for Ridge: 0.00014192725957504538 MAE for Ridge: 0.00010523002086941346 Training time for Ridge: 0.0014262199401855469 seconds Testing time for Ridge: 0.0008232593536376953 seconds RMSE for Ridge: 9.860443841145053e-05 MAE for Ridge: 7.310154052305507e-05 Training time for Ridge: 0.003322124481201172 seconds Testing time for Ridge: 0.0008718967437744141 seconds RMSE for Ridge: 0.00015711809650021272 MAE for Ridge: 0.00011649680888943692 Training time for Ridge: 0.0020771026611328125 seconds Testing time for Ridge: 0.0009071826934814453 seconds RMSE for Ridge: 0.0009770229294150984 MAE for Ridge: 0.000724974371753424 Training time for Ridge: 0.004538059234619141 seconds Testing time for Ridge: 0.0003139972686767578 seconds RMSE for Ridge: 0.001245733531918012 MAE for Ridge: 0.0009244559172885846 Training time for Ridge: 0.0004718303680419922 seconds Testing time for Ridge: 0.00026297569274902344 seconds RMSE for Ridge: 0.0001432241568384336 MAE for Ridge: 0.00010619188568530724 Training time for Ridge: 0.0004591941833496094 seconds Testing time for Ridge: 0.0002658367156982422 seconds RMSE for Ridge: 8.076124527032318e-05 MAE for Ridge: 5.987053197197945e-05 Training time for Ridge: 0.0004570484161376953 seconds Testing time for Ridge: 0.0002639293670654297 seconds RMSE for Ridge: 0.00015219857207578627 MAE for Ridge: 0.00011284801942359479 Training time for Ridge: 0.00045490264892578125 seconds Testing time for Ridge: 0.0002639293670654297 seconds RMSE for Ridge: 0.0013367343145640799 MAE for Ridge: 0.0009920270656319375 Training time for Ridge: 0.000453948974609375 seconds Testing time for Ridge: 0.0002841949462890625 seconds RMSE for Ridge: 0.0003090731186547703 MAE for Ridge: 0.00022922426960626297 Training time for Ridge: 0.011108875274658203 seconds Testing time for Ridge: 0.001046895980834961 seconds RMSE for Ridge: 0.0008996274312884381 MAE for Ridge: 0.0006675246897862052 Training time for Ridge: 0.0015442371368408203 seconds Testing time for Ridge: 0.0008711814880371094 seconds RMSE for Ridge: 0.0008216531960332516 MAE for Ridge: 0.0006096457329221483 Training time for Ridge: 0.0013430118560791016 seconds Testing time for Ridge: 0.0008759498596191406 seconds RMSE for Ridge: 7.197521665327502e-05 MAE for Ridge: 5.335594243309316e-05 Training time for Ridge: 0.0005278587341308594 seconds Testing time for Ridge: 0.0002751350402832031 seconds RMSE for Ridge: 4.627283185894921e-05 MAE for Ridge: 3.429997467308432e-05 Training time for Ridge: 0.0023949146270751953 seconds Testing time for Ridge: 0.0002732276916503906 seconds RMSE for Ridge: 0.0001442104371893486 MAE for Ridge: 0.00010692337925478412 Training time for Ridge: 0.0008511543273925781 seconds Testing time for Ridge: 0.0002739429473876953 seconds RMSE for Ridge: 9.385677877631846e-05 MAE for Ridge: 6.95809766481137e-05 Training time for Ridge: 0.0038957595825195312 seconds Testing time for Ridge: 0.0010590553283691406 seconds RMSE for Ridge: 0.0012753514899444185 MAE for Ridge: 0.000946448115637466 Training time for Ridge: 0.0030519962310791016 seconds Testing time for Ridge: 0.0010499954223632812 seconds RMSE for Ridge: 0.0005007424257332039 MAE for Ridge: 0.00037145625002338534 Training time for Ridge: 0.0017137527465820312 seconds Testing time for Ridge: 0.0009050369262695312 seconds RMSE for Ridge: 8.204851348125492e-05 MAE for Ridge: 6.0825026794617545e-05 Training time for Ridge: 0.0015900135040283203 seconds Testing time for Ridge: 0.0008528232574462891 seconds RMSE for Ridge: 2.358171369805032e-05 MAE for Ridge: 1.7478815284128756e-05 Training time for Ridge: 0.0024759769439697266 seconds Testing time for Ridge: 0.0012509822845458984 seconds RMSE for Ridge: 3.320672848533959e-05 MAE for Ridge: 2.4613663081893832e-05 Training time for Ridge: 0.002696990966796875 seconds Testing time for Ridge: 0.0003409385681152344 seconds RMSE for Ridge: 7.823178816022678e-05 MAE for Ridge: 5.799498444819306e-05 Training time for Ridge: 0.0005061626434326172 seconds Testing time for Ridge: 0.0002739429473876953 seconds RMSE for Ridge: 5.198881876506096e-06 MAE for Ridge: 3.853179177779609e-06 Training time for Ridge: 0.00047278404235839844 seconds Testing time for Ridge: 0.00026798248291015625 seconds RMSE for Ridge: 0.0002580678291612416 MAE for Ridge: 0.00019138178982587738 Training time for Ridge: 0.0004889965057373047 seconds Testing time for Ridge: 0.00026702880859375 seconds RMSE for Ridge: 0.00016808615643314732 MAE for Ridge: 0.00012463197282245987 Training time for Ridge: 0.0004649162292480469 seconds Testing time for Ridge: 0.00026917457580566406 seconds RMSE for Ridge: 2.7154542602870558e-05 MAE for Ridge: 2.0127239111760176e-05 Training time for Ridge: 0.00046181678771972656 seconds Testing time for Ridge: 0.0002651214599609375 seconds RMSE for Ridge: 5.117124404440135e-05 MAE for Ridge: 3.7931503169392755e-05 Training time for Ridge: 0.00046324729919433594 seconds Testing time for Ridge: 0.00026607513427734375 seconds RMSE for Ridge: 0.00019712034986653584 MAE for Ridge: 0.00014616830781780444 Training time for Ridge: 0.0004630088806152344 seconds Testing time for Ridge: 0.00026798248291015625 seconds RMSE for Ridge: 0.00019677974827170575 MAE for Ridge: 0.0001459156538983031 Training time for Ridge: 0.00047397613525390625 seconds Testing time for Ridge: 0.0002741813659667969 seconds RMSE for Ridge: 0.0002129294011224031 MAE for Ridge: 0.00015789550790689332 Training time for Ridge: 0.0004608631134033203 seconds Testing time for Ridge: 0.00026416778564453125 seconds RMSE for Ridge: 0.00018116692016126448 MAE for Ridge: 0.00013433450945557368 Training time for Ridge: 0.00046181678771972656 seconds Testing time for Ridge: 0.00026226043701171875 seconds RMSE for Ridge: 7.0957816280663e-05 MAE for Ridge: 5.260158648068724e-05 Training time for Ridge: 0.00048279762268066406 seconds Testing time for Ridge: 0.00026535987854003906 seconds RMSE for Ridge: 5.103352003227848e-05 MAE for Ridge: 3.7829397617086256e-05 Training time for Ridge: 0.00045990943908691406 seconds Testing time for Ridge: 0.0002639293670654297 seconds RMSE for Ridge: 0.0014036150612714588 MAE for Ridge: 0.0010416888501517541 Training time for Ridge: 0.0004611015319824219 seconds Testing time for Ridge: 0.0002689361572265625 seconds RMSE for Ridge: 0.0006364744447166015 MAE for Ridge: 0.0004721955337334904 Training time for Ridge: 0.0004611015319824219 seconds Testing time for Ridge: 0.00026488304138183594 seconds RMSE for Ridge: 1.4445461592712368e-05 MAE for Ridge: 1.070667724785146e-05 Training time for Ridge: 0.00045490264892578125 seconds Testing time for Ridge: 0.00026798248291015625 seconds RMSE for Ridge: 0.0008274685684144354 MAE for Ridge: 0.0006139623617441625 Training time for Ridge: 0.001560211181640625 seconds Testing time for Ridge: 0.0008640289306640625 seconds RMSE for Ridge: 9.148914938511167e-06 MAE for Ridge: 6.78086200138317e-06 Training time for Ridge: 0.0026979446411132812 seconds Testing time for Ridge: 0.0009226799011230469 seconds RMSE for Ridge: 3.74208802429195e-05 MAE for Ridge: 2.7737666463645284e-05 Training time for Ridge: 0.0015289783477783203 seconds Testing time for Ridge: 0.000843048095703125 seconds RMSE for Ridge: 0.001464559998943984 MAE for Ridge: 0.001086943218258325 Training time for Ridge: 0.00048470497131347656 seconds Testing time for Ridge: 0.0002701282501220703 seconds RMSE for Ridge: 0.00037309961860401453 MAE for Ridge: 0.00027673235756586756 Training time for Ridge: 0.00048470497131347656 seconds Testing time for Ridge: 0.00026607513427734375 seconds RMSE for Ridge: 7.644302436742698e-06 MAE for Ridge: 5.665664846983276e-06 Training time for Ridge: 0.0004589557647705078 seconds Testing time for Ridge: 0.000263214111328125 seconds RMSE for Ridge: 0.000201709052886387 MAE for Ridge: 0.00014957217142606892 Training time for Ridge: 0.00047016143798828125 seconds Testing time for Ridge: 0.00027489662170410156 seconds RMSE for Ridge: 2.6601556763696112e-05 MAE for Ridge: 1.971732455584352e-05 Training time for Ridge: 0.0004589557647705078 seconds Testing time for Ridge: 0.00026702880859375 seconds RMSE for Ridge: 0.0008698630474117884 MAE for Ridge: 0.0006454310221529891 Training time for Ridge: 0.0004589557647705078 seconds Testing time for Ridge: 0.00026488304138183594 seconds RMSE for Ridge: 0.0012637860891608465 MAE for Ridge: 0.0009378604503389721 Training time for Ridge: 0.0004801750183105469 seconds Testing time for Ridge: 0.00026488304138183594 seconds RMSE for Ridge: 0.001324406981136574 MAE for Ridge: 0.0009828735407896173 Training time for Ridge: 0.0004558563232421875 seconds Testing time for Ridge: 0.00026607513427734375 seconds RMSE for Ridge: 0.0005892136230649516 MAE for Ridge: 0.0004371177903728185 Training time for Ridge: 0.00045990943908691406 seconds Testing time for Ridge: 0.00026607513427734375 seconds RMSE for Ridge: 0.000806521651863299 MAE for Ridge: 0.0005984139296737823 Training time for Ridge: 0.0004589557647705078 seconds Testing time for Ridge: 0.00026535987854003906 seconds RMSE for Ridge: 1.731635272763773e-05 MAE for Ridge: 1.2834647875301641e-05 Training time for Ridge: 0.0015208721160888672 seconds Testing time for Ridge: 0.001039266586303711 seconds RMSE for Ridge: 4.9688956215245185e-05 MAE for Ridge: 3.683257151372743e-05 Training time for Ridge: 0.0023200511932373047 seconds Testing time for Ridge: 0.0008649826049804688 seconds RMSE for Ridge: 2.4697115077415215e-05 MAE for Ridge: 1.8305620341951823e-05 Training time for Ridge: 0.0014081001281738281 seconds Testing time for Ridge: 0.000827789306640625 seconds RMSE for Ridge: 1.731635272763773e-05 MAE for Ridge: 1.2834647875301641e-05 Training time for Ridge: 0.0004961490631103516 seconds Testing time for Ridge: 0.0002689361572265625 seconds RMSE for Ridge: 0.0007006475500478883 MAE for Ridge: 0.000519827326109894 Training time for Ridge: 0.00045800209045410156 seconds Testing time for Ridge: 0.0002639293670654297 seconds RMSE for Ridge: 0.001472224183696701 MAE for Ridge: 0.0010926342227027775 Training time for Ridge: 0.0006427764892578125 seconds Testing time for Ridge: 0.00026702880859375 seconds RMSE for Ridge: 0.0011936365461913561 MAE for Ridge: 0.0008857727891671896 Training time for Ridge: 0.00045990943908691406 seconds Testing time for Ridge: 0.00026679039001464844 seconds RMSE for Ridge: 4.890519627724406e-05 MAE for Ridge: 3.6251514756484585e-05 Training time for Ridge: 0.0004699230194091797 seconds Testing time for Ridge: 0.0002751350402832031 seconds RMSE for Ridge: 1.587808555812682e-05 MAE for Ridge: 1.1768566094190192e-05 Training time for Ridge: 0.00045609474182128906 seconds Testing time for Ridge: 0.0002617835998535156 seconds RMSE for Ridge: 4.9892542780193576e-05 MAE for Ridge: 3.698350505127124e-05 Training time for Ridge: 0.00045800209045410156 seconds Testing time for Ridge: 0.000263214111328125 seconds RMSE for Ridge: 3.4030143491534164e-05 MAE for Ridge: 2.5224064847462203e-05 Training time for Ridge: 0.00047898292541503906 seconds Testing time for Ridge: 0.00025916099548339844 seconds RMSE for Ridge: 0.0006736257201888951 MAE for Ridge: 0.0004997704813146431 Training time for Ridge: 0.0010690689086914062 seconds Testing time for Ridge: 0.0002689361572265625 seconds RMSE for Ridge: 1.5578684049655833e-05 MAE for Ridge: 1.1546643021924651e-05 Training time for Ridge: 0.0004782676696777344 seconds Testing time for Ridge: 0.0006608963012695312 seconds RMSE for Ridge: 0.0001526529737885725 MAE for Ridge: 0.00011318504475100078 Training time for Ridge: 0.004479885101318359 seconds Testing time for Ridge: 0.000946044921875 seconds RMSE for Ridge: 7.5407413359094154e-06 MAE for Ridge: 5.588907277704891e-06 Training time for Ridge: 0.002629995346069336 seconds Testing time for Ridge: 0.0008640289306640625 seconds RMSE for Ridge: 0.0013268992155998393 MAE for Ridge: 0.0009847241205463053 Training time for Ridge: 0.0005071163177490234 seconds Testing time for Ridge: 0.00026917457580566406 seconds RMSE for Ridge: 1.2274302277586921e-05 MAE for Ridge: 9.097390889278856e-06 Training time for Ridge: 0.0005109310150146484 seconds Testing time for Ridge: 0.00026917457580566406 seconds RMSE for Ridge: 4.9584444554527046e-05 MAE for Ridge: 3.6755089479063586e-05 Training time for Ridge: 0.00046896934509277344 seconds Testing time for Ridge: 0.00026702880859375 seconds RMSE for Ridge: 1.5764267326080885e-05 MAE for Ridge: 1.1684201431254592e-05 Training time for Ridge: 0.0004680156707763672 seconds Testing time for Ridge: 0.0002868175506591797 seconds RMSE for Ridge: 1.9457698733485026e-05 MAE for Ridge: 1.4421888868376697e-05 Training time for Ridge: 0.0004658699035644531 seconds Testing time for Ridge: 0.00026702880859375 seconds RMSE for Ridge: 1.4772345131235841e-05 MAE for Ridge: 1.0948968825266192e-05 Training time for Ridge: 0.0004706382751464844 seconds Testing time for Ridge: 0.00026702880859375 seconds RMSE for Ridge: 0.0006122061069539386 MAE for Ridge: 0.00045418305291160976 Training time for Ridge: 0.0004837512969970703 seconds Testing time for Ridge: 0.0002651214599609375 seconds RMSE for Ridge: 1.661359636342291e-05 MAE for Ridge: 1.2313744959193685e-05 Training time for Ridge: 0.0004749298095703125 seconds Testing time for Ridge: 0.00026297569274902344 seconds RMSE for Ridge: 0.00020256498281100504 MAE for Ridge: 0.00015020709802326948 Training time for Ridge: 0.0008120536804199219 seconds Testing time for Ridge: 0.00028395652770996094 seconds RMSE for Ridge: 0.0011084996992091955 MAE for Ridge: 0.0008225670605719771 Training time for Ridge: 0.0004749298095703125 seconds Testing time for Ridge: 0.0007350444793701172 seconds RMSE for Ridge: 5.873202570280078e-06 MAE for Ridge: 4.352966011325066e-06 Training time for Ridge: 0.0014810562133789062 seconds Testing time for Ridge: 0.0008418560028076172 seconds RMSE for Ridge: 6.972520456161235e-06 MAE for Ridge: 5.167753450487922e-06 Training time for Ridge: 0.0021200180053710938 seconds Testing time for Ridge: 0.0008709430694580078 seconds RMSE for Ridge: 1.5508321646908125e-05 MAE for Ridge: 1.1494488905441358e-05 Training time for Ridge: 0.0014147758483886719 seconds Testing time for Ridge: 0.0005052089691162109 seconds RMSE for Ridge: 6.972520456161235e-06 MAE for Ridge: 5.167753450487922e-06 Training time for Ridge: 0.00047397613525390625 seconds Testing time for Ridge: 0.00026917457580566406 seconds RMSE for Ridge: 7.326395564870161e-06 MAE for Ridge: 5.430038328997356e-06 Training time for Ridge: 0.00047397613525390625 seconds Testing time for Ridge: 0.00026988983154296875 seconds RMSE for Ridge: 1.142214191008031e-05 MAE for Ridge: 8.465766983976054e-06 Training time for Ridge: 0.0004971027374267578 seconds Testing time for Ridge: 0.00026416778564453125 seconds RMSE for Ridge: 8.356372114250755e-06 MAE for Ridge: 6.193439208805884e-06 Training time for Ridge: 0.0004742145538330078 seconds Testing time for Ridge: 0.00026607513427734375 seconds RMSE for Ridge: 1.1156583655970855e-05 MAE for Ridge: 8.268935126940491e-06 Training time for Ridge: 0.0004677772521972656 seconds Testing time for Ridge: 0.000286102294921875 seconds RMSE for Ridge: 1.7010337190373225e-06 MAE for Ridge: 1.2607144188425679e-06 Training time for Ridge: 0.00047707557678222656 seconds Testing time for Ridge: 0.0002639293670654297 seconds RMSE for Ridge: 1.8112490526079054e-05 MAE for Ridge: 1.3424770641865535e-05 Training time for Ridge: 0.0004680156707763672 seconds Testing time for Ridge: 0.0002639293670654297 seconds RMSE for Ridge: 0.00067596638360906 MAE for Ridge: 0.0005015078193468892 Training time for Ridge: 0.0004942417144775391 seconds Testing time for Ridge: 0.0002658367156982422 seconds RMSE for Ridge: 0.0011378821670981242 MAE for Ridge: 0.0008443767528358581 Training time for Ridge: 0.00047326087951660156 seconds Testing time for Ridge: 0.0002627372741699219 seconds RMSE for Ridge: 0.0013576066220187572 MAE for Ridge: 0.0010075256006871669 Training time for Ridge: 0.0004801750183105469 seconds Testing time for Ridge: 0.00026988983154296875 seconds RMSE for Ridge: 0.0010882076386143462 MAE for Ridge: 0.0008075047998069973 Training time for Ridge: 0.0004730224609375 seconds Testing time for Ridge: 0.00026488304138183594 seconds RMSE for Ridge: 7.958591845281612e-06 MAE for Ridge: 5.8986106733183165e-06 Training time for Ridge: 0.00047397613525390625 seconds Testing time for Ridge: 0.0002639293670654297 seconds RMSE for Ridge: 1.226627764292638e-05 MAE for Ridge: 9.091442989266341e-06 Training time for Ridge: 0.0004639625549316406 seconds Testing time for Ridge: 0.0002789497375488281 seconds RMSE for Ridge: 0.0008617515206954256 MAE for Ridge: 0.0006394099663938401 Training time for Ridge: 0.00047397613525390625 seconds Testing time for Ridge: 0.00026702880859375 seconds RMSE for Ridge: 1.1013067567788808e-05 MAE for Ridge: 8.162561108520095e-06 Training time for Ridge: 0.00046706199645996094 seconds Testing time for Ridge: 0.00026607513427734375 seconds RMSE for Ridge: 6.010979761802577e-06 MAE for Ridge: 4.4550827433020855e-06 Training time for Ridge: 0.0004799365997314453 seconds Testing time for Ridge: 0.0002663135528564453 seconds RMSE for Ridge: 3.962835837347006e-06 MAE for Ridge: 2.93706404879579e-06 Training time for Ridge: 0.00048613548278808594 seconds Testing time for Ridge: 0.00026488304138183594 seconds RMSE for Ridge: 4.0301624516761655e-06 MAE for Ridge: 2.986964035400774e-06 Training time for Ridge: 0.0004718303680419922 seconds Testing time for Ridge: 0.0002682209014892578 seconds RMSE for Ridge: 0.0010690060803978192 MAE for Ridge: 0.0007932519279237571 Training time for Ridge: 0.0004680156707763672 seconds Testing time for Ridge: 0.00026297569274902344 seconds RMSE for Ridge: 6.2743781344325705e-06 MAE for Ridge: 4.650306767128853e-06 Training time for Ridge: 0.0004718303680419922 seconds Testing time for Ridge: 0.0002720355987548828 seconds RMSE for Ridge: 2.955035873313197e-06 MAE for Ridge: 2.190123077685513e-06 Training time for Ridge: 0.0004611015319824219 seconds Testing time for Ridge: 0.00027489662170410156 seconds RMSE for Ridge: 0.001161969942459654 MAE for Ridge: 0.0008622599548175014 Training time for Ridge: 0.0004749298095703125 seconds Testing time for Ridge: 0.0002620220184326172 seconds RMSE for Ridge: 1.4427331853789985e-06 MAE for Ridge: 1.0692750027008203e-06 Training time for Ridge: 0.0004620552062988281 seconds Testing time for Ridge: 0.0002658367156982422 seconds RMSE for Ridge: 0.0008020800555383006 MAE for Ridge: 0.0005951170402589056 Training time for Ridge: 0.00048089027404785156 seconds Testing time for Ridge: 0.0002651214599609375 seconds RMSE for Ridge: 1.3551904369669487e-05 MAE for Ridge: 1.0044360304455324e-05 Training time for Ridge: 0.0004646778106689453 seconds Testing time for Ridge: 0.0002651214599609375 seconds RMSE for Ridge: 0.0007472736944043939 MAE for Ridge: 0.0005544359264834142 Training time for Ridge: 0.0004699230194091797 seconds Testing time for Ridge: 0.00026607513427734375 seconds RMSE for Ridge: 0.001135433738702663 MAE for Ridge: 0.0008425593673533171 Training time for Ridge: 0.000476837158203125 seconds Testing time for Ridge: 0.00026416778564453125 seconds RMSE for Ridge: 6.424640652493404e-06 MAE for Ridge: 4.761677609064208e-06 Training time for Ridge: 0.00047588348388671875 seconds Testing time for Ridge: 0.0002639293670654297 seconds RMSE for Ridge: 4.838592320326885e-06 MAE for Ridge: 3.5861440263218468e-06 Training time for Ridge: 0.0004611015319824219 seconds Testing time for Ridge: 0.0002758502960205078 seconds RMSE for Ridge: 6.424640652493404e-06 MAE for Ridge: 4.761677609064208e-06 Training time for Ridge: 0.0004742145538330078 seconds Testing time for Ridge: 0.00026297569274902344 seconds RMSE for Ridge: 1.4433061258697896e-05 MAE for Ridge: 1.0697485920490024e-05 Training time for Ridge: 0.0004611015319824219 seconds Testing time for Ridge: 0.00026488304138183594 seconds RMSE for Ridge: 0.0007725144575217401 MAE for Ridge: 0.0005731713063267207 Training time for Ridge: 0.0004928112030029297 seconds Testing time for Ridge: 0.000263214111328125 seconds RMSE for Ridge: 2.524238008694506e-06 MAE for Ridge: 1.8708345998597054e-06 Training time for Ridge: 0.00047397613525390625 seconds Testing time for Ridge: 0.00026702880859375 seconds RMSE for Ridge: 0.0005184199070586376 MAE for Ridge: 0.0003845757372261005 Training time for Ridge: 0.0004711151123046875 seconds Testing time for Ridge: 0.0002658367156982422 seconds RMSE for Ridge: 3.3319725198446553e-06 MAE for Ridge: 2.4694927991930626e-06 Training time for Ridge: 0.00047898292541503906 seconds Testing time for Ridge: 0.0002601146697998047 seconds RMSE for Ridge: 3.185026741449894e-06 MAE for Ridge: 2.3605826258155105e-06 Training time for Ridge: 0.0004639625549316406 seconds Testing time for Ridge: 0.0002651214599609375 seconds RMSE for Ridge: 6.348704791930701e-07 MAE for Ridge: 4.705299267904195e-07 Training time for Ridge: 0.0004570484161376953 seconds Testing time for Ridge: 0.0002658367156982422 seconds RMSE for Ridge: 0.001400343058909197 MAE for Ridge: 0.001039259243349626 Training time for Ridge: 0.0004715919494628906 seconds Testing time for Ridge: 0.0002644062042236328 seconds RMSE for Ridge: 6.354547444127538e-06 MAE for Ridge: 4.709726249565449e-06 Training time for Ridge: 0.0004608631134033203 seconds Testing time for Ridge: 0.0002608299255371094 seconds RMSE for Ridge: 0.0012357294072514312 MAE for Ridge: 0.000917027597858775 Training time for Ridge: 0.0004677772521972656 seconds Testing time for Ridge: 0.0002722740173339844 seconds RMSE for Ridge: 0.0007154986725104068 MAE for Ridge: 0.000530850613440732 Training time for Ridge: 0.00045680999755859375 seconds Testing time for Ridge: 0.0002651214599609375 seconds RMSE for Ridge: 0.00033902021161824283 MAE for Ridge: 0.00025144461307473163 Training time for Ridge: 0.0004661083221435547 seconds Testing time for Ridge: 0.0002639293670654297 seconds RMSE for Ridge: 4.316971698898809e-06 MAE for Ridge: 3.1995366419135253e-06 Training time for Ridge: 0.0004839897155761719 seconds Testing time for Ridge: 0.00026679039001464844 seconds RMSE for Ridge: 0.0001456392069622333 MAE for Ridge: 0.00010798305780770789 Training time for Ridge: 0.000469207763671875 seconds Testing time for Ridge: 0.00026607513427734375 seconds RMSE for Ridge: 1.9216621514934713e-05 MAE for Ridge: 1.4243192843901298e-05 Training time for Ridge: 0.00046515464782714844 seconds Testing time for Ridge: 0.0002658367156982422 seconds RMSE for Ridge: 0.0001686384895249707 MAE for Ridge: 0.00012504165324290107 Training time for Ridge: 0.0004749298095703125 seconds Testing time for Ridge: 0.00026416778564453125 seconds RMSE for Ridge: 0.0013249114315004515 MAE for Ridge: 0.000983248114490074 Training time for Ridge: 0.00045871734619140625 seconds Testing time for Ridge: 0.00026416778564453125 seconds RMSE for Ridge: 0.0005526852330175916 MAE for Ridge: 0.0004100065966179578 Training time for Ridge: 0.00046372413635253906 seconds Testing time for Ridge: 0.00027489662170410156 seconds RMSE for Ridge: 7.957807971291204e-06 MAE for Ridge: 5.898029687054773e-06 Training time for Ridge: 0.0004639625549316406 seconds Testing time for Ridge: 0.00026106834411621094 seconds RMSE for Ridge: 1.7163331106257947e-06 MAE for Ridge: 1.2720535790844423e-06 Training time for Ridge: 0.00047087669372558594 seconds Testing time for Ridge: 0.0002639293670654297 seconds RMSE for Ridge: 5.343101610203514e-06 MAE for Ridge: 3.960070434816387e-06 Training time for Ridge: 0.0004782676696777344 seconds Testing time for Ridge: 0.0002689361572265625 seconds RMSE for Ridge: 9.493117311997247e-07 MAE for Ridge: 7.035767253160685e-07 Training time for Ridge: 0.0004782676696777344 seconds Testing time for Ridge: 0.00026679039001464844 seconds RMSE for Ridge: 4.088311646342881e-05 MAE for Ridge: 3.030432253034121e-05 Training time for Ridge: 0.0004611015319824219 seconds Testing time for Ridge: 0.00026798248291015625 seconds RMSE for Ridge: 0.0010150262306794207 MAE for Ridge: 0.0007531836787293322 Training time for Ridge: 0.0004830360412597656 seconds Testing time for Ridge: 0.00026702880859375 seconds RMSE for Ridge: 0.0003426133422719074 MAE for Ridge: 0.0002541107411623944 Training time for Ridge: 0.0004589557647705078 seconds Testing time for Ridge: 0.000263214111328125 seconds RMSE for Ridge: 0.00046745279763451555 MAE for Ridge: 0.0003467506760853745 Training time for Ridge: 0.0004608631134033203 seconds Testing time for Ridge: 0.0002639293670654297 seconds RMSE for Ridge: 1.1399105156580908e-07 MAE for Ridge: 8.44835273561273e-08 Training time for Ridge: 0.00045990943908691406 seconds Testing time for Ridge: 0.00026607513427734375 seconds RMSE for Ridge: 3.835009433556064e-06 MAE for Ridge: 2.842323944785008e-06 Training time for Ridge: 0.0004699230194091797 seconds Testing time for Ridge: 0.00026607513427734375 seconds RMSE for Ridge: 4.468765018947337e-06 MAE for Ridge: 3.312040516423309e-06 Training time for Ridge: 0.0004591941833496094 seconds Testing time for Ridge: 0.0002741813659667969 seconds RMSE for Ridge: 0.0004766714773546674 MAE for Ridge: 0.00035359214808847737 Training time for Ridge: 0.0004668235778808594 seconds Testing time for Ridge: 0.000263214111328125 seconds RMSE for Ridge: 6.0352057967618e-07 MAE for Ridge: 4.472951134282255e-07 Training time for Ridge: 0.00046324729919433594 seconds Testing time for Ridge: 0.0002617835998535156 seconds RMSE for Ridge: 1.512258621981942e-06 MAE for Ridge: 1.1208037398979797e-06 Training time for Ridge: 0.0004811286926269531 seconds Testing time for Ridge: 0.0002639293670654297 seconds RMSE for Ridge: 6.543350262063164e-07 MAE for Ridge: 4.849559799424696e-07 Training time for Ridge: 0.0004589557647705078 seconds Testing time for Ridge: 0.0002627372741699219 seconds RMSE for Ridge: 0.0002669804828277101 MAE for Ridge: 0.00019799410366316827 Training time for Ridge: 0.0004658699035644531 seconds Testing time for Ridge: 0.00026488304138183594 seconds RMSE for Ridge: 7.479449413373364e-07 MAE for Ridge: 5.543345274894307e-07 Training time for Ridge: 0.0004742145538330078 seconds Testing time for Ridge: 0.00026488304138183594 seconds RMSE for Ridge: 0.000493451667674362 MAE for Ridge: 0.00036604541640830493 Training time for Ridge: 0.00046515464782714844 seconds Testing time for Ridge: 0.00026297569274902344 seconds RMSE for Ridge: 2.0028812144163368e-06 MAE for Ridge: 1.4844291272364529e-06 Training time for Ridge: 0.00045490264892578125 seconds Testing time for Ridge: 0.00026488304138183594 seconds RMSE for Ridge: 0.0007327067064129104 MAE for Ridge: 0.0005436234065133938 Training time for Ridge: 0.00046706199645996094 seconds Testing time for Ridge: 0.00026607513427734375 seconds RMSE for Ridge: 5.833019717860437e-08 MAE for Ridge: 4.323093364178021e-08 Training time for Ridge: 0.0004673004150390625 seconds Testing time for Ridge: 0.0002658367156982422 seconds RMSE for Ridge: 0.0015594056145520304 MAE for Ridge: 0.001157370215153506 Training time for Ridge: 0.0004749298095703125 seconds Testing time for Ridge: 0.0002689361572265625 seconds RMSE for Ridge: 0.0004971817789961294 MAE for Ridge: 0.0003688137126250979 Training time for Ridge: 0.0004608631134033203 seconds Testing time for Ridge: 0.00027108192443847656 seconds RMSE for Ridge: 1.8454847913243687e-06 MAE for Ridge: 1.3677744875106867e-06 Training time for Ridge: 0.00046896934509277344 seconds Testing time for Ridge: 0.00026607513427734375 seconds RMSE for Ridge: 3.0397327151699914e-08 MAE for Ridge: 2.2528720400316615e-08 Training time for Ridge: 0.0004799365997314453 seconds Testing time for Ridge: 0.00026106834411621094 seconds RMSE for Ridge: 0.0006208813332399193 MAE for Ridge: 0.00046062196181349433 Training time for Ridge: 0.0004680156707763672 seconds Testing time for Ridge: 0.0002639293670654297 seconds RMSE for Ridge: 2.0976805313888403e-06 MAE for Ridge: 1.5546898742968552e-06 Training time for Ridge: 0.00045800209045410156 seconds Testing time for Ridge: 0.0002620220184326172 seconds RMSE for Ridge: 6.44814582253529e-07 MAE for Ridge: 4.778999473220579e-07 Training time for Ridge: 0.0004680156707763672 seconds Testing time for Ridge: 0.00026416778564453125 seconds RMSE for Ridge: 1.2214424986458917e-06 MAE for Ridge: 9.052657150387944e-07 Training time for Ridge: 0.0004558563232421875 seconds Testing time for Ridge: 0.0002651214599609375 seconds RMSE for Ridge: 1.017095519248015e-06 MAE for Ridge: 7.53814462415292e-07 Training time for Ridge: 0.0004646778106689453 seconds Testing time for Ridge: 0.0002770423889160156 seconds RMSE for Ridge: 0.0014346153880501547 MAE for Ridge: 0.001064707985318858 Training time for Ridge: 0.0004622936248779297 seconds Testing time for Ridge: 0.0002617835998535156 seconds RMSE for Ridge: 7.093598263553609e-06 MAE for Ridge: 5.257493735566499e-06 Training time for Ridge: 0.00046706199645996094 seconds Testing time for Ridge: 0.00026607513427734375 seconds RMSE for Ridge: 5.528404576617673e-08 MAE for Ridge: 4.097330377206276e-08 Training time for Ridge: 0.00047206878662109375 seconds Testing time for Ridge: 0.0002639293670654297 seconds RMSE for Ridge: 6.814259917008402e-06 MAE for Ridge: 5.050454240675961e-06 Training time for Ridge: 0.00046896934509277344 seconds Testing time for Ridge: 0.0002639293670654297 seconds RMSE for Ridge: 0.0006467650719872474 MAE for Ridge: 0.0004798335345797078 Training time for Ridge: 0.00045800209045410156 seconds Testing time for Ridge: 0.00026702880859375 seconds RMSE for Ridge: 0.0006605537358491504 MAE for Ridge: 0.0004900679461916902 Training time for Ridge: 0.0004799365997314453 seconds Testing time for Ridge: 0.00026607513427734375 seconds RMSE for Ridge: 1.8500962685309079e-06 MAE for Ridge: 1.371192285404277e-06 Training time for Ridge: 0.0004558563232421875 seconds Testing time for Ridge: 0.0002639293670654297 seconds RMSE for Ridge: 1.8333639611257502e-07 MAE for Ridge: 1.358782975557915e-07 Training time for Ridge: 0.00046515464782714844 seconds Testing time for Ridge: 0.00026535987854003906 seconds RMSE for Ridge: 0.0009101445814631313 MAE for Ridge: 0.000675331429309427 Training time for Ridge: 0.0004611015319824219 seconds Testing time for Ridge: 0.00026488304138183594 seconds RMSE for Ridge: 0.0012053844780633015 MAE for Ridge: 0.0008944958302593875 Training time for Ridge: 0.0004680156707763672 seconds Testing time for Ridge: 0.00026702880859375 seconds RMSE for Ridge: 0.0003852956380136134 MAE for Ridge: 0.0002857824026800504 Training time for Ridge: 0.0004589557647705078 seconds Testing time for Ridge: 0.0002758502960205078 seconds RMSE for Ridge: 5.918788263851846e-05 MAE for Ridge: 4.3874990504431114e-05 Training time for Ridge: 0.0004711151123046875 seconds Testing time for Ridge: 0.00026607513427734375 seconds RMSE for Ridge: 0.0007822400499876068 MAE for Ridge: 0.0005803903283043254 Training time for Ridge: 0.0004601478576660156 seconds Testing time for Ridge: 0.00026297569274902344 seconds RMSE for Ridge: 1.348929765108827e-06 MAE for Ridge: 9.997526959093506e-07 Training time for Ridge: 0.0004849433898925781 seconds Testing time for Ridge: 0.0002741813659667969 seconds RMSE for Ridge: 0.0007811630692993581 MAE for Ridge: 0.000579590916170707 Training time for Ridge: 0.0007638931274414062 seconds Testing time for Ridge: 0.0002841949462890625 seconds RMSE for Ridge: 4.6566356104185386e-07 MAE for Ridge: 3.4512316220869366e-07 Training time for Ridge: 0.0008502006530761719 seconds Testing time for Ridge: 0.0003247261047363281 seconds RMSE for Ridge: 3.420654105074457e-07 MAE for Ridge: 2.535191777219836e-07 Training time for Ridge: 0.0008149147033691406 seconds Testing time for Ridge: 0.00028896331787109375 seconds RMSE for Ridge: 0.0011086754502086375 MAE for Ridge: 0.0008226975155799287 Training time for Ridge: 0.0010156631469726562 seconds Testing time for Ridge: 0.00028324127197265625 seconds RMSE for Ridge: 1.561401078601246e-08 MAE for Ridge: 1.157219162273293e-08 Training time for Ridge: 0.0004839897155761719 seconds Testing time for Ridge: 0.00026988983154296875 seconds RMSE for Ridge: 1.522187009330531e-06 MAE for Ridge: 1.1281621673120412e-06 Training time for Ridge: 0.0007398128509521484 seconds Testing time for Ridge: 0.00027489662170410156 seconds RMSE for Ridge: 4.38679870125038e-09 MAE for Ridge: 3.251235556334109e-09 Training time for Ridge: 0.0004780292510986328 seconds Testing time for Ridge: 0.00026702880859375 seconds RMSE for Ridge: 0.001363889468486168 MAE for Ridge: 0.0010121908765536958 Training time for Ridge: 0.0006296634674072266 seconds Testing time for Ridge: 0.0003833770751953125 seconds RMSE for Ridge: 0.0005975994930973679 MAE for Ridge: 0.00044334184116639363 Training time for Ridge: 0.0004749298095703125 seconds Testing time for Ridge: 0.00026488304138183594 seconds RMSE for Ridge: 0.00030783594269566275 MAE for Ridge: 0.0002283063258882212 Training time for Ridge: 0.0006260871887207031 seconds Testing time for Ridge: 0.0002701282501220703 seconds RMSE for Ridge: 7.847610041441923e-07 MAE for Ridge: 5.816205884290327e-07 Training time for Ridge: 0.0010333061218261719 seconds Testing time for Ridge: 0.0010139942169189453 seconds RMSE for Ridge: 3.2825458755172344e-07 MAE for Ridge: 2.4328338126267114e-07 Training time for Ridge: 0.0007398128509521484 seconds Testing time for Ridge: 0.0002741813659667969 seconds RMSE for Ridge: 0.00040718477790958435 MAE for Ridge: 0.0003020255912349512 Training time for Ridge: 0.00047206878662109375 seconds Testing time for Ridge: 0.00026607513427734375 seconds RMSE for Ridge: 6.614193712269852e-07 MAE for Ridge: 4.902065074041673e-07 Training time for Ridge: 0.0007469654083251953 seconds Testing time for Ridge: 0.0002727508544921875 seconds RMSE for Ridge: 1.532075972683418e-07 MAE for Ridge: 1.1354856968459615e-07 Training time for Ridge: 0.0004730224609375 seconds Testing time for Ridge: 0.0002689361572265625 seconds RMSE for Ridge: 1.519630258951945e-07 MAE for Ridge: 1.1262616498086686e-07 Training time for Ridge: 0.0006580352783203125 seconds Testing time for Ridge: 0.00026702880859375 seconds RMSE for Ridge: 9.218100288421033e-07 MAE for Ridge: 6.831939330087522e-07 Training time for Ridge: 0.0006971359252929688 seconds Testing time for Ridge: 0.00026607513427734375 seconds RMSE for Ridge: 5.01075409962537e-07 MAE for Ridge: 3.71368442095843e-07 Training time for Ridge: 0.0004591941833496094 seconds Testing time for Ridge: 0.00026488304138183594 seconds RMSE for Ridge: 3.1608445171097543e-07 MAE for Ridge: 2.342635623797662e-07 Training time for Ridge: 0.0009300708770751953 seconds Testing time for Ridge: 0.0009000301361083984 seconds RMSE for Ridge: 2.6479207600998646e-07 MAE for Ridge: 1.9624858236255704e-07 Training time for Ridge: 0.0005221366882324219 seconds Testing time for Ridge: 0.00027489662170410156 seconds RMSE for Ridge: 0.0007650052223860879 MAE for Ridge: 0.0005675974352411828 Training time for Ridge: 0.0020759105682373047 seconds Testing time for Ridge: 0.0003151893615722656 seconds RMSE for Ridge: 0.00020359300205897144 MAE for Ridge: 0.00015096968191333104 Training time for Ridge: 0.0009815692901611328 seconds Testing time for Ridge: 0.0002951622009277344 seconds RMSE for Ridge: 1.7288378597850582e-07 MAE for Ridge: 1.281314273882117e-07 Training time for Ridge: 0.0005469322204589844 seconds Testing time for Ridge: 0.0002849102020263672 seconds RMSE for Ridge: 1.2736359550478077e-06 MAE for Ridge: 9.439487995255292e-07 Training time for Ridge: 0.001631021499633789 seconds Testing time for Ridge: 0.00042319297790527344 seconds RMSE for Ridge: 0.0007305066472861395 MAE for Ridge: 0.0005419903913722646 Training time for Ridge: 0.0006802082061767578 seconds Testing time for Ridge: 0.0002808570861816406 seconds RMSE for Ridge: 0.0015330287917921684 MAE for Ridge: 0.0011377843296993184 Training time for Ridge: 0.0009047985076904297 seconds Testing time for Ridge: 0.0002880096435546875 seconds RMSE for Ridge: 3.4195415687481175e-05 MAE for Ridge: 2.5346582331469135e-05 Training time for Ridge: 0.0004909038543701172 seconds Testing time for Ridge: 0.0002682209014892578 seconds RMSE for Ridge: 8.826243671198554e-08 MAE for Ridge: 6.541497175049926e-08 Training time for Ridge: 0.0006730556488037109 seconds Testing time for Ridge: 0.0003170967102050781 seconds RMSE for Ridge: 0.0010653884997720389 MAE for Ridge: 0.0007905666754944108 Training time for Ridge: 0.0005021095275878906 seconds Testing time for Ridge: 0.0002727508544921875 seconds RMSE for Ridge: 3.5584430644443426e-07 MAE for Ridge: 2.6373131308154994e-07 Training time for Ridge: 0.00046896934509277344 seconds Testing time for Ridge: 0.00027108192443847656 seconds RMSE for Ridge: 6.243591099944024e-09 MAE for Ridge: 4.627383258792861e-09 Training time for Ridge: 0.0004680156707763672 seconds Testing time for Ridge: 0.00026702880859375 seconds RMSE for Ridge: 2.0910092201123676e-07 MAE for Ridge: 1.5497348658577438e-07 Training time for Ridge: 0.00046062469482421875 seconds Testing time for Ridge: 0.00026607513427734375 seconds RMSE for Ridge: 5.597127277941079e-08 MAE for Ridge: 4.148263739622848e-08 Training time for Ridge: 0.000701904296875 seconds Testing time for Ridge: 0.00026535987854003906 seconds RMSE for Ridge: 3.1848729052819673e-07 MAE for Ridge: 2.360444091475955e-07 Training time for Ridge: 0.0004582405090332031 seconds Testing time for Ridge: 0.00026702880859375 seconds RMSE for Ridge: 6.222360428668539e-08 MAE for Ridge: 4.611650767927245e-08 Training time for Ridge: 0.00045800209045410156 seconds Testing time for Ridge: 0.00026607513427734375 seconds RMSE for Ridge: 3.572819501294702e-07 MAE for Ridge: 2.647968177349469e-07 Training time for Ridge: 0.0004677772521972656 seconds Testing time for Ridge: 0.0002961158752441406 seconds RMSE for Ridge: 1.287901940727364e-07 MAE for Ridge: 9.545180065018143e-08 Training time for Ridge: 0.00047898292541503906 seconds Testing time for Ridge: 0.000263214111328125 seconds RMSE for Ridge: 0.00035024990103108857 MAE for Ridge: 0.0002597771708081531 Training time for Ridge: 0.0004620552062988281 seconds Testing time for Ridge: 0.00027632713317871094 seconds RMSE for Ridge: 2.797234712529692e-07 MAE for Ridge: 2.0731487978764563e-07 Training time for Ridge: 0.0005037784576416016 seconds Testing time for Ridge: 0.0002689361572265625 seconds RMSE for Ridge: 1.3336883409210696e-07 MAE for Ridge: 9.884521986691653e-08 Training time for Ridge: 0.0004608631134033203 seconds Testing time for Ridge: 0.0002651214599609375 seconds RMSE for Ridge: 3.836918427309575e-07 MAE for Ridge: 2.8437033671835366e-07 Training time for Ridge: 0.0004668235778808594 seconds Testing time for Ridge: 0.00026607513427734375 seconds RMSE for Ridge: 0.00012313773769089497 MAE for Ridge: 9.129495452186553e-05 Training time for Ridge: 0.0004630088806152344 seconds Testing time for Ridge: 0.0002651214599609375 seconds RMSE for Ridge: 0.001331155804614573 MAE for Ridge: 0.000987884802863217 Training time for Ridge: 0.0004551410675048828 seconds Testing time for Ridge: 0.00026297569274902344 seconds RMSE for Ridge: 1.028629330322492e-07 MAE for Ridge: 7.623601618433895e-08 Training time for Ridge: 0.0004661083221435547 seconds Testing time for Ridge: 0.00026416778564453125 seconds RMSE for Ridge: 0.0010120536990778379 MAE for Ridge: 0.000750977214577322 Training time for Ridge: 0.00045680999755859375 seconds Testing time for Ridge: 0.00026607513427734375 seconds RMSE for Ridge: 2.79145565058754e-08 MAE for Ridge: 2.068863282467248e-08 Training time for Ridge: 0.0004589557647705078 seconds Testing time for Ridge: 0.00026607513427734375 seconds RMSE for Ridge: 0.00019953323182113017 MAE for Ridge: 0.0001479581594169499 Training time for Ridge: 0.00045990943908691406 seconds Testing time for Ridge: 0.00026702880859375 seconds RMSE for Ridge: 0.00015138510461490157 MAE for Ridge: 0.00011224467976242992 Training time for Ridge: 0.00045180320739746094 seconds Testing time for Ridge: 0.000263214111328125 seconds RMSE for Ridge: 1.3336883409210696e-07 MAE for Ridge: 9.884521986691653e-08 Training time for Ridge: 0.0004520416259765625 seconds Testing time for Ridge: 0.0002779960632324219 seconds RMSE for Ridge: 0.0005843957185422247 MAE for Ridge: 0.0004335419243221672 Training time for Ridge: 0.00045490264892578125 seconds Testing time for Ridge: 0.0002651214599609375 seconds RMSE for Ridge: 2.4001887833537617e-09 MAE for Ridge: 1.7788782002980952e-09 Training time for Ridge: 0.00045418739318847656 seconds Testing time for Ridge: 0.0002589225769042969 seconds RMSE for Ridge: 2.5328681657749394e-07 MAE for Ridge: 1.8772153649315725e-07 Training time for Ridge: 0.00046896934509277344 seconds Testing time for Ridge: 0.0002620220184326172 seconds RMSE for Ridge: 0.0008512993415873692 MAE for Ridge: 0.0006316514916228578 Training time for Ridge: 0.0004608631134033203 seconds Testing time for Ridge: 0.00026106834411621094 seconds RMSE for Ridge: 0.0012929164352375858 MAE for Ridge: 0.0009594906666113179 Training time for Ridge: 0.00045228004455566406 seconds Testing time for Ridge: 0.0002608299255371094 seconds RMSE for Ridge: 0.0003080332791048492 MAE for Ridge: 0.0002284527428521166 Training time for Ridge: 0.0004608631134033203 seconds Testing time for Ridge: 0.0002639293670654297 seconds RMSE for Ridge: 0.0010081453494882881 MAE for Ridge: 0.0007480761061458629 Training time for Ridge: 0.00045371055603027344 seconds Testing time for Ridge: 0.0002651214599609375 seconds RMSE for Ridge: 6.73606380797545e-08 MAE for Ridge: 4.9923776339610984e-08 Training time for Ridge: 0.00044918060302734375 seconds Testing time for Ridge: 0.00026488304138183594 seconds RMSE for Ridge: 1.0813838931955552e-07 MAE for Ridge: 8.014587741911328e-08 Training time for Ridge: 0.0004551410675048828 seconds Testing time for Ridge: 0.00026488304138183594 seconds RMSE for Ridge: 0.0006116262363498917 MAE for Ridge: 0.0004537526637615485 Training time for Ridge: 0.0004489421844482422 seconds Testing time for Ridge: 0.00026226043701171875 seconds RMSE for Ridge: 0.0007376090590473881 MAE for Ridge: 0.0005472622298139385 Training time for Ridge: 0.0004520416259765625 seconds Testing time for Ridge: 0.00027489662170410156 seconds RMSE for Ridge: 3.6620118701990113e-08 MAE for Ridge: 2.7140689953242258e-08 Training time for Ridge: 0.0004489421844482422 seconds Testing time for Ridge: 0.00026607513427734375 seconds RMSE for Ridge: 2.8967723095101765e-08 MAE for Ridge: 2.1469178106414687e-08 Training time for Ridge: 0.00045299530029296875 seconds Testing time for Ridge: 0.0002589225769042969 seconds RMSE for Ridge: 7.16316451021306e-08 MAE for Ridge: 5.308919106106203e-08 Training time for Ridge: 0.0005471706390380859 seconds Testing time for Ridge: 0.00029587745666503906 seconds RMSE for Ridge: 0.00042498747504078155 MAE for Ridge: 0.00031523670221472066 Training time for Ridge: 0.00048804283142089844 seconds Testing time for Ridge: 0.0002727508544921875 seconds RMSE for Ridge: 4.984239195567301e-09 MAE for Ridge: 3.6940294378950966e-09 Training time for Ridge: 0.0008020401000976562 seconds Testing time for Ridge: 0.00043201446533203125 seconds RMSE for Ridge: 0.0005765471077228641 MAE for Ridge: 0.00042771668290243704 Training time for Ridge: 0.0005540847778320312 seconds Testing time for Ridge: 0.00030684471130371094 seconds RMSE for Ridge: 8.146718651591681e-08 MAE for Ridge: 6.037872629427454e-08 Training time for Ridge: 0.0006914138793945312 seconds Testing time for Ridge: 0.00041484832763671875 seconds RMSE for Ridge: 0.0015449133332334655 MAE for Ridge: 0.0011466091019947556 Training time for Ridge: 0.0004980564117431641 seconds Testing time for Ridge: 0.00027298927307128906 seconds RMSE for Ridge: 2.888253478380207e-08 MAE for Ridge: 2.14060453185283e-08 Training time for Ridge: 0.0006320476531982422 seconds Testing time for Ridge: 0.00026798248291015625 seconds RMSE for Ridge: 0.0009644280488714148 MAE for Ridge: 0.0007156253562011905 Training time for Ridge: 0.0006299018859863281 seconds Testing time for Ridge: 0.00026607513427734375 seconds RMSE for Ridge: 0.00017418355213262853 MAE for Ridge: 0.00012915461389042092 Training time for Ridge: 0.0006361007690429688 seconds Testing time for Ridge: 0.0002677440643310547 seconds RMSE for Ridge: 7.246261097950818e-08 MAE for Ridge: 5.3705063507436535e-08 Training time for Ridge: 0.0005688667297363281 seconds Testing time for Ridge: 0.00028204917907714844 seconds RMSE for Ridge: 4.005505613064411e-08 MAE for Ridge: 2.968647502044064e-08 Training time for Ridge: 0.0006442070007324219 seconds Testing time for Ridge: 0.0002758502960205078 seconds RMSE for Ridge: 0.000729345044525963 MAE for Ridge: 0.0005411281810381219 Training time for Ridge: 0.0004658699035644531 seconds Testing time for Ridge: 0.0002651214599609375 seconds RMSE for Ridge: 0.0010095564444151312 MAE for Ridge: 0.0007491235405733931 Training time for Ridge: 0.0006918907165527344 seconds Testing time for Ridge: 0.0003132820129394531 seconds RMSE for Ridge: 0.0015388511267940706 MAE for Ridge: 0.0011421076598788194 Training time for Ridge: 0.000530242919921875 seconds Testing time for Ridge: 0.0003018379211425781 seconds RMSE for Ridge: 0.0009190464497718353 MAE for Ridge: 0.0006819391701585253 Training time for Ridge: 0.0006568431854248047 seconds Testing time for Ridge: 0.0002701282501220703 seconds RMSE for Ridge: 4.8462038558873245e-09 MAE for Ridge: 3.591725432627868e-09 Training time for Ridge: 0.0004699230194091797 seconds Testing time for Ridge: 0.00026106834411621094 seconds RMSE for Ridge: 2.031124908885754e-09 MAE for Ridge: 1.5053493118699634e-09 Training time for Ridge: 0.0007460117340087891 seconds Testing time for Ridge: 0.0002739429473876953 seconds RMSE for Ridge: 0.0009689128052278474 MAE for Ridge: 0.0007189543329316272 Training time for Ridge: 0.0004830360412597656 seconds Testing time for Ridge: 0.0002658367156982422 seconds RMSE for Ridge: 0.001368921014260496 MAE for Ridge: 0.001015927011627884 Training time for Ridge: 0.0006229877471923828 seconds Testing time for Ridge: 0.0003960132598876953 seconds RMSE for Ridge: 4.724000288114557e-08 MAE for Ridge: 3.501153556406678e-08 Training time for Ridge: 0.00047588348388671875 seconds Testing time for Ridge: 0.00026702880859375 seconds RMSE for Ridge: 9.680876535047691e-05 MAE for Ridge: 7.176997478300251e-05 Training time for Ridge: 0.000637054443359375 seconds Testing time for Ridge: 0.00026798248291015625 seconds RMSE for Ridge: 0.0007257131990126971 MAE for Ridge: 0.000538432412721459 Training time for Ridge: 0.0005669593811035156 seconds Testing time for Ridge: 0.0003070831298828125 seconds RMSE for Ridge: 1.9283390992365666e-09 MAE for Ridge: 1.4291737215899048e-09 Training time for Ridge: 0.0006918907165527344 seconds Testing time for Ridge: 0.00030422210693359375 seconds RMSE for Ridge: 0.0010243159009303419 MAE for Ridge: 0.0007600792521798461 Training time for Ridge: 0.0005860328674316406 seconds Testing time for Ridge: 0.00026798248291015625 seconds RMSE for Ridge: 1.2879102047454383e-07 MAE for Ridge: 9.545240717834246e-08 Training time for Ridge: 0.0006301403045654297 seconds Testing time for Ridge: 0.0002689361572265625 seconds RMSE for Ridge: 0.0007171911907714139 MAE for Ridge: 0.0005321068941193818 Training time for Ridge: 0.0005800724029541016 seconds Testing time for Ridge: 0.000286102294921875 seconds RMSE for Ridge: 5.0542157426988214e-08 MAE for Ridge: 3.7458897708120274e-08 Training time for Ridge: 0.0006561279296875 seconds Testing time for Ridge: 0.0002720355987548828 seconds RMSE for Ridge: 4.1261109758189355e-09 MAE for Ridge: 3.0580351673137327e-09 Training time for Ridge: 0.00047397613525390625 seconds Testing time for Ridge: 0.00026488304138183594 seconds RMSE for Ridge: 0.001534948978712095 MAE for Ridge: 0.0011392101500345665 Training time for Ridge: 0.0006310939788818359 seconds Testing time for Ridge: 0.000270843505859375 seconds RMSE for Ridge: 0.0006558797343252182 MAE for Ridge: 0.0004865987361782764 Training time for Ridge: 0.00046181678771972656 seconds Testing time for Ridge: 0.00026679039001464844 seconds RMSE for Ridge: 0.00048245081586452795 MAE for Ridge: 0.0003578812093666528 Training time for Ridge: 0.0007941722869873047 seconds Testing time for Ridge: 0.0003228187561035156 seconds RMSE for Ridge: 2.7088433945620406e-08 MAE for Ridge: 2.0076366222809838e-08 Training time for Ridge: 0.0005388259887695312 seconds Testing time for Ridge: 0.00030612945556640625 seconds RMSE for Ridge: 5.0542157426988214e-08 MAE for Ridge: 3.7458897708120274e-08 Training time for Ridge: 0.0007920265197753906 seconds Testing time for Ridge: 0.00026702880859375 seconds RMSE for Ridge: 1.8838467068925724e-08 MAE for Ridge: 1.396196759095858e-08 Training time for Ridge: 0.0004661083221435547 seconds Testing time for Ridge: 0.0002677440643310547 seconds RMSE for Ridge: 0.0001244213359258419 MAE for Ridge: 9.224689288056531e-05 Training time for Ridge: 0.0006148815155029297 seconds Testing time for Ridge: 0.0004019737243652344 seconds RMSE for Ridge: 8.886463133636151e-10 MAE for Ridge: 6.586133149966145e-10 Training time for Ridge: 0.00047206878662109375 seconds Testing time for Ridge: 0.00026702880859375 seconds RMSE for Ridge: 3.9134001905532115e-08 MAE for Ridge: 2.9003837349605987e-08 Training time for Ridge: 0.0006339550018310547 seconds Testing time for Ridge: 0.0002682209014892578 seconds RMSE for Ridge: 2.0966606689294937e-08 MAE for Ridge: 1.5539220186155943e-08 Training time for Ridge: 0.0004951953887939453 seconds Testing time for Ridge: 0.00026702880859375 seconds RMSE for Ridge: 1.599389656539489e-09 MAE for Ridge: 1.1853717563070631e-09 Training time for Ridge: 0.0006358623504638672 seconds Testing time for Ridge: 0.00026607513427734375 seconds RMSE for Ridge: 2.3207638453362806e-09 MAE for Ridge: 1.7200158364261142e-09 Training time for Ridge: 0.0006089210510253906 seconds Testing time for Ridge: 0.0003342628479003906 seconds RMSE for Ridge: 3.1180420769072604e-08 MAE for Ridge: 2.310910581115877e-08 Training time for Ridge: 0.0006878376007080078 seconds Testing time for Ridge: 0.00030612945556640625 seconds RMSE for Ridge: 1.140843045870227e-09 MAE for Ridge: 8.455259870032705e-10 Training time for Ridge: 0.0005259513854980469 seconds Testing time for Ridge: 0.0003991127014160156 seconds RMSE for Ridge: 0.0011572000948331168 MAE for Ridge: 0.0008587183073898341 Training time for Ridge: 0.0006291866302490234 seconds Testing time for Ridge: 0.000270843505859375 seconds RMSE for Ridge: 1.0669445681381466e-09 MAE for Ridge: 7.907610655166764e-10 Training time for Ridge: 0.00046324729919433594 seconds Testing time for Ridge: 0.0002639293670654297 seconds RMSE for Ridge: 2.6152802146363986e-09 MAE for Ridge: 1.938288534120147e-09 Training time for Ridge: 0.0006229877471923828 seconds Testing time for Ridge: 0.0002689361572265625 seconds RMSE for Ridge: 1.024692094756218e-08 MAE for Ridge: 7.59441526554383e-09 Training time for Ridge: 0.0004658699035644531 seconds Testing time for Ridge: 0.00026702880859375 seconds RMSE for Ridge: 1.288154962841049e-09 MAE for Ridge: 9.547046264657411e-10 Training time for Ridge: 0.0007369518280029297 seconds Testing time for Ridge: 0.0002899169921875 seconds RMSE for Ridge: 7.159648653834868e-10 MAE for Ridge: 5.306339190269683e-10 Training time for Ridge: 0.0004889965057373047 seconds Testing time for Ridge: 0.0002658367156982422 seconds RMSE for Ridge: 2.23637329216507e-10 MAE for Ridge: 1.6574871253283163e-10 Training time for Ridge: 0.0006182193756103516 seconds Testing time for Ridge: 0.00043487548828125 seconds RMSE for Ridge: 8.507279202521525e-10 MAE for Ridge: 6.305098487757732e-10 Training time for Ridge: 0.00055694580078125 seconds Testing time for Ridge: 0.00030493736267089844 seconds RMSE for Ridge: 0.0008246769292703914 MAE for Ridge: 0.0006118901859971615 Training time for Ridge: 0.0006880760192871094 seconds Testing time for Ridge: 0.0004210472106933594 seconds RMSE for Ridge: 5.778013066707575e-10 MAE for Ridge: 4.282247179077103e-10 Training time for Ridge: 0.0004909038543701172 seconds Testing time for Ridge: 0.0002701282501220703 seconds RMSE for Ridge: 1.1546415100226242e-09 MAE for Ridge: 8.557506081530164e-10 Training time for Ridge: 0.0006220340728759766 seconds Testing time for Ridge: 0.0002713203430175781 seconds RMSE for Ridge: 1.4179341775514854e-08 MAE for Ridge: 1.0508898622418883e-08 Training time for Ridge: 0.0006070137023925781 seconds Testing time for Ridge: 0.0002689361572265625 seconds RMSE for Ridge: 7.613718021983555e-05 MAE for Ridge: 5.6441886411748856e-05 Training time for Ridge: 0.0006210803985595703 seconds Testing time for Ridge: 0.00026488304138183594 seconds RMSE for Ridge: 0.0014454997275353614 MAE for Ridge: 0.001072790101142731 Training time for Ridge: 0.0005137920379638672 seconds Testing time for Ridge: 0.000347137451171875 seconds RMSE for Ridge: 0.0008788221872683763 MAE for Ridge: 0.0006520812541859389 Training time for Ridge: 0.0006270408630371094 seconds Testing time for Ridge: 0.0002720355987548828 seconds RMSE for Ridge: 9.082701986999155e-10 MAE for Ridge: 6.731605406429253e-10 Training time for Ridge: 0.0004668235778808594 seconds Testing time for Ridge: 0.0002682209014892578 seconds RMSE for Ridge: 8.461824582610323e-06 MAE for Ridge: 6.271599074221257e-06 Training time for Ridge: 0.0007281303405761719 seconds Testing time for Ridge: 0.00031495094299316406 seconds RMSE for Ridge: 9.81916718048131e-10 MAE for Ridge: 7.277395575044921e-10 Training time for Ridge: 0.0005278587341308594 seconds Testing time for Ridge: 0.00030303001403808594 seconds RMSE for Ridge: 0.0010544559353907756 MAE for Ridge: 0.0007824516568144179 Training time for Ridge: 0.0006380081176757812 seconds Testing time for Ridge: 0.000270843505859375 seconds RMSE for Ridge: 0.0013907662204999825 MAE for Ridge: 0.00103214801921915 Training time for Ridge: 0.00046706199645996094 seconds Testing time for Ridge: 0.0002651214599609375 seconds RMSE for Ridge: 0.0010852671041715548 MAE for Ridge: 0.0008053221129287191 Training time for Ridge: 0.0007500648498535156 seconds Testing time for Ridge: 0.0002739429473876953 seconds RMSE for Ridge: 0.0006241803666970792 MAE for Ridge: 0.0004630705726873341 Training time for Ridge: 0.00047278404235839844 seconds Testing time for Ridge: 0.00026917457580566406 seconds RMSE for Ridge: 1.593807474623689e-08 MAE for Ridge: 1.1812370583896836e-08 Training time for Ridge: 0.0006241798400878906 seconds Testing time for Ridge: 0.00039696693420410156 seconds RMSE for Ridge: 0.0010028168253527773 MAE for Ridge: 0.0007441208219266126 Training time for Ridge: 0.0004830360412597656 seconds Testing time for Ridge: 0.00026702880859375 seconds RMSE for Ridge: 6.272160555006879e-10 MAE for Ridge: 4.648540841145632e-10 Training time for Ridge: 0.0006210803985595703 seconds Testing time for Ridge: 0.00026798248291015625 seconds RMSE for Ridge: 0.00011572848937923663 MAE for Ridge: 8.580021847037322e-05 Training time for Ridge: 0.0005631446838378906 seconds Testing time for Ridge: 0.00030493736267089844 seconds RMSE for Ridge: 0.0012655302054748188 MAE for Ridge: 0.0009391555088736591 Training time for Ridge: 0.0006937980651855469 seconds Testing time for Ridge: 0.00030493736267089844 seconds RMSE for Ridge: 6.323427946266444e-10 MAE for Ridge: 4.686507804052553e-10 Training time for Ridge: 0.0005998611450195312 seconds Testing time for Ridge: 0.00026988983154296875 seconds RMSE for Ridge: 0.0004083446612579413 MAE for Ridge: 0.0003028863141683047 Training time for Ridge: 0.000640869140625 seconds Testing time for Ridge: 0.00026798248291015625 seconds RMSE for Ridge: 3.668203670484845e-10 MAE for Ridge: 2.718650549127233e-10 Training time for Ridge: 0.0004711151123046875 seconds Testing time for Ridge: 0.0004138946533203125 seconds RMSE for Ridge: 7.256341150630099e-10 MAE for Ridge: 5.377944134465907e-10 Training time for Ridge: 0.0006289482116699219 seconds Testing time for Ridge: 0.000270843505859375 seconds RMSE for Ridge: 5.82197555290679e-10 MAE for Ridge: 4.3149277928478113e-10 Training time for Ridge: 0.0005831718444824219 seconds Testing time for Ridge: 0.0003719329833984375 seconds RMSE for Ridge: 9.781735188059271e-05 MAE for Ridge: 7.251788212920829e-05 Training time for Ridge: 0.0006518363952636719 seconds Testing time for Ridge: 0.00026702880859375 seconds RMSE for Ridge: 3.4144934603315735e-10 MAE for Ridge: 2.530600262673488e-10 Training time for Ridge: 0.0004680156707763672 seconds Testing time for Ridge: 0.0002689361572265625 seconds RMSE for Ridge: 4.120939871996766e-10 MAE for Ridge: 3.0541844608933386e-10 Training time for Ridge: 0.0008280277252197266 seconds Testing time for Ridge: 0.00031495094299316406 seconds RMSE for Ridge: 1.6571833255849376e-08 MAE for Ridge: 1.2282074335345783e-08 Training time for Ridge: 0.0005288124084472656 seconds Testing time for Ridge: 0.0003120899200439453 seconds RMSE for Ridge: 4.0090947558754675e-10 MAE for Ridge: 2.971303203480602e-10 Training time for Ridge: 0.0007801055908203125 seconds Testing time for Ridge: 0.00029206275939941406 seconds RMSE for Ridge: 1.9927165581230437e-10 MAE for Ridge: 1.4768941625220577e-10 Training time for Ridge: 0.0004849433898925781 seconds Testing time for Ridge: 0.0002689361572265625 seconds RMSE for Ridge: 3.242892986195917e-10 MAE for Ridge: 2.4034125800653784e-10 Training time for Ridge: 0.0006549358367919922 seconds Testing time for Ridge: 0.0002779960632324219 seconds RMSE for Ridge: 0.0009411490863165285 MAE for Ridge: 0.0006983456769499519 Training time for Ridge: 0.0004711151123046875 seconds Testing time for Ridge: 0.0002720355987548828 seconds RMSE for Ridge: 0.00022737586880833133 MAE for Ridge: 0.00016861234668435365 Training time for Ridge: 0.0004639625549316406 seconds Testing time for Ridge: 0.0002658367156982422 seconds RMSE for Ridge: 2.1699161262134343e-08 MAE for Ridge: 1.6082146778728655e-08 Training time for Ridge: 0.0004711151123046875 seconds Testing time for Ridge: 0.00026488304138183594 seconds RMSE for Ridge: 1.695574343454195e-10 MAE for Ridge: 1.25666304029437e-10 Training time for Ridge: 0.00045609474182128906 seconds Testing time for Ridge: 0.00026607513427734375 seconds RMSE for Ridge: 2.3927168887169775e-10 MAE for Ridge: 1.7733331247882233e-10 Training time for Ridge: 0.00045180320739746094 seconds Testing time for Ridge: 0.00026917457580566406 seconds RMSE for Ridge: 0.00012618100402418596 MAE for Ridge: 9.35519000599072e-05 Training time for Ridge: 0.00045299530029296875 seconds Testing time for Ridge: 0.0002682209014892578 seconds RMSE for Ridge: 0.0007700223705877187 MAE for Ridge: 0.0005713215065244093 Training time for Ridge: 0.0004527568817138672 seconds Testing time for Ridge: 0.00026226043701171875 seconds RMSE for Ridge: 0.0014536621722777868 MAE for Ridge: 0.0010788510871529145 Training time for Ridge: 0.000446319580078125 seconds Testing time for Ridge: 0.00027370452880859375 seconds RMSE for Ridge: 0.0014027731988264206 MAE for Ridge: 0.001041063729919811 Training time for Ridge: 0.0004520416259765625 seconds Testing time for Ridge: 0.0002598762512207031 seconds RMSE for Ridge: 2.5607756950366345e-10 MAE for Ridge: 1.8979031679577929e-10 Training time for Ridge: 0.0004470348358154297 seconds Testing time for Ridge: 0.0002617835998535156 seconds RMSE for Ridge: 0.001008225345835665 MAE for Ridge: 0.0007481354862270262 Training time for Ridge: 0.00047087669372558594 seconds Testing time for Ridge: 0.0002598762512207031 seconds RMSE for Ridge: 0.0008308358611169551 MAE for Ridge: 0.0006164618346208517 Training time for Ridge: 0.00045800209045410156 seconds Testing time for Ridge: 0.0002617835998535156 seconds RMSE for Ridge: 0.0006692334896554986 MAE for Ridge: 0.0004965103899365265 Training time for Ridge: 0.00045013427734375 seconds Testing time for Ridge: 0.00026226043701171875 seconds RMSE for Ridge: 2.8276950596530986e-10 MAE for Ridge: 2.0957249269315525e-10 Training time for Ridge: 0.00046324729919433594 seconds Testing time for Ridge: 0.0002639293670654297 seconds RMSE for Ridge: 0.00015513301089996068 MAE for Ridge: 0.00011502447279561956 Training time for Ridge: 0.00045490264892578125 seconds Testing time for Ridge: 0.000263214111328125 seconds RMSE for Ridge: 3.9806732490668273e-10 MAE for Ridge: 2.9502515097590274e-10 Training time for Ridge: 0.00045013427734375 seconds Testing time for Ridge: 0.00026297569274902344 seconds RMSE for Ridge: 6.597613855159315e-05 MAE for Ridge: 4.890795324759445e-05 Training time for Ridge: 0.00045609474182128906 seconds Testing time for Ridge: 0.00025916099548339844 seconds RMSE for Ridge: 5.937908015996234e-10 MAE for Ridge: 4.400849284991182e-10 Training time for Ridge: 0.00045180320739746094 seconds Testing time for Ridge: 0.00026416778564453125 seconds RMSE for Ridge: 2.2899965482395609e-10 MAE for Ridge: 1.697182483439974e-10 Training time for Ridge: 0.0004489421844482422 seconds Testing time for Ridge: 0.00027489662170410156 seconds RMSE for Ridge: 0.0015511000671556954 MAE for Ridge: 0.001151203007882664 Training time for Ridge: 0.0004527568817138672 seconds Testing time for Ridge: 0.00026106834411621094 seconds RMSE for Ridge: 6.878935482103129e-10 MAE for Ridge: 5.098268385239635e-10 Training time for Ridge: 0.00045180320739746094 seconds Testing time for Ridge: 0.00026106834411621094 seconds RMSE for Ridge: 2.7973975448169737e-10 MAE for Ridge: 2.0732901617748212e-10 Training time for Ridge: 0.0004639625549316406 seconds Testing time for Ridge: 0.0002651214599609375 seconds RMSE for Ridge: 0.00026410269009628773 MAE for Ridge: 0.00019585905070180766 Training time for Ridge: 0.0004589557647705078 seconds Testing time for Ridge: 0.000263214111328125 seconds RMSE for Ridge: 3.393433323892327e-10 MAE for Ridge: 2.515053498797215e-10 Training time for Ridge: 0.00044798851013183594 seconds Testing time for Ridge: 0.0002620220184326172 seconds RMSE for Ridge: 2.252624981739098e-10 MAE for Ridge: 1.6695346438666549e-10 Training time for Ridge: 0.0004639625549316406 seconds Testing time for Ridge: 0.00026106834411621094 seconds RMSE for Ridge: 0.0013653552886478694 MAE for Ridge: 0.0010132793096812342 Training time for Ridge: 0.0004520416259765625 seconds Testing time for Ridge: 0.00026297569274902344 seconds RMSE for Ridge: 0.00021923688695087566 MAE for Ridge: 0.00016257455051936986 Training time for Ridge: 0.0004470348358154297 seconds Testing time for Ridge: 0.00026106834411621094 seconds RMSE for Ridge: 1.6836080205769534e-10 MAE for Ridge: 1.247798575576553e-10 Training time for Ridge: 0.00045990943908691406 seconds Testing time for Ridge: 0.00026297569274902344 seconds RMSE for Ridge: 0.001221416432714665 MAE for Ridge: 0.0009063998804560125 Training time for Ridge: 0.0004520416259765625 seconds Testing time for Ridge: 0.0002620220184326172 seconds RMSE for Ridge: 0.0005471435789030885 MAE for Ridge: 0.00040589367277497066 Training time for Ridge: 0.00045180320739746094 seconds Testing time for Ridge: 0.0002751350402832031 seconds RMSE for Ridge: 0.00098985556979072 MAE for Ridge: 0.0007344998667679369 Training time for Ridge: 0.0004520416259765625 seconds Testing time for Ridge: 0.00026488304138183594 seconds RMSE for Ridge: 0.001112154808601238 MAE for Ridge: 0.0008252801439000646 Training time for Ridge: 0.0004489421844482422 seconds Testing time for Ridge: 0.0002639293670654297 seconds RMSE for Ridge: 0.0012883793313052938 MAE for Ridge: 0.0009561217130043697 Training time for Ridge: 0.0004558563232421875 seconds Testing time for Ridge: 0.00027108192443847656 seconds RMSE for Ridge: 0.0005993989463697967 MAE for Ridge: 0.00044467741237209425 Training time for Ridge: 0.00045228004455566406 seconds Testing time for Ridge: 0.0002608299255371094 seconds RMSE for Ridge: 0.0010838265180283411 MAE for Ridge: 0.0008042528005167871 Training time for Ridge: 0.00045228004455566406 seconds Testing time for Ridge: 0.0002617835998535156 seconds RMSE for Ridge: 2.009332904100094e-10 MAE for Ridge: 1.4891957000884304e-10 Training time for Ridge: 0.00046515464782714844 seconds Testing time for Ridge: 0.0002617835998535156 seconds RMSE for Ridge: 0.0001807342962732245 MAE for Ridge: 0.00013401360875523239 Training time for Ridge: 0.0007219314575195312 seconds Testing time for Ridge: 0.0002758502960205078 seconds RMSE for Ridge: 0.0009004358912657477 MAE for Ridge: 0.0006681247986031469 Training time for Ridge: 0.0006620883941650391 seconds Testing time for Ridge: 0.00028705596923828125 seconds RMSE for Ridge: 0.00031183622500804146 MAE for Ridge: 0.0002312744104894282 Training time for Ridge: 0.0009779930114746094 seconds Testing time for Ridge: 0.00028324127197265625 seconds RMSE for Ridge: 2.5801217204297773e-10 MAE for Ridge: 1.9122373018376493e-10 Training time for Ridge: 0.0008759498596191406 seconds Testing time for Ridge: 0.0002789497375488281 seconds RMSE for Ridge: 0.0011908731222081766 MAE for Ridge: 0.0008837209039825034 Training time for Ridge: 0.00047707557678222656 seconds Testing time for Ridge: 0.00026702880859375 seconds RMSE for Ridge: 2.3182710405566393e-10 MAE for Ridge: 1.7181237765839797e-10 Training time for Ridge: 0.0006558895111083984 seconds Testing time for Ridge: 0.00027680397033691406 seconds RMSE for Ridge: 1.7503597314361977e-10 MAE for Ridge: 1.2972474650041476e-10 Training time for Ridge: 0.0004711151123046875 seconds Testing time for Ridge: 0.00026988983154296875 seconds RMSE for Ridge: 2.4806469673706874e-10 MAE for Ridge: 1.8384811895089114e-10 Training time for Ridge: 0.00045609474182128906 seconds Testing time for Ridge: 0.00026607513427734375 seconds RMSE for Ridge: 2.071347165575368e-10 MAE for Ridge: 1.5352220827935527e-10 Training time for Ridge: 0.0004677772521972656 seconds Testing time for Ridge: 0.00026297569274902344 seconds RMSE for Ridge: 2.0989739897816344e-10 MAE for Ridge: 1.5556231858226966e-10 Training time for Ridge: 0.00045299530029296875 seconds Testing time for Ridge: 0.00026488304138183594 seconds RMSE for Ridge: 0.0011554565423875173 MAE for Ridge: 0.0008574237081900016 Training time for Ridge: 0.0004551410675048828 seconds Testing time for Ridge: 0.00026607513427734375 seconds RMSE for Ridge: 1.8141131972577407e-10 MAE for Ridge: 1.3445485613772234e-10 Training time for Ridge: 0.0004570484161376953 seconds Testing time for Ridge: 0.0002639293670654297 seconds RMSE for Ridge: 0.0009356149987731828 MAE for Ridge: 0.0006942377933826993 Training time for Ridge: 0.00045609474182128906 seconds Testing time for Ridge: 0.00026297569274902344 seconds RMSE for Ridge: 2.2942411512306591e-10 MAE for Ridge: 1.700375040769586e-10 Training time for Ridge: 0.0004570484161376953 seconds Testing time for Ridge: 0.0002789497375488281 seconds RMSE for Ridge: 1.9724130443376727e-10 MAE for Ridge: 1.4618014354539354e-10 Training time for Ridge: 0.0008840560913085938 seconds Testing time for Ridge: 0.00026488304138183594 seconds RMSE for Ridge: 6.578191144293272e-10 MAE for Ridge: 4.875365178236279e-10 Training time for Ridge: 0.0005440711975097656 seconds Testing time for Ridge: 0.0002758502960205078 seconds RMSE for Ridge: 1.8214072462239283e-10 MAE for Ridge: 1.3499066753297485e-10 Training time for Ridge: 0.00045800209045410156 seconds Testing time for Ridge: 0.0002651214599609375 seconds RMSE for Ridge: 0.00020877316825591264 MAE for Ridge: 0.0001548123560868664 Training time for Ridge: 0.0004570484161376953 seconds Testing time for Ridge: 0.0002651214599609375 seconds RMSE for Ridge: 1.776653302015171e-10 MAE for Ridge: 1.3167195334062854e-10 Training time for Ridge: 0.00046181678771972656 seconds Testing time for Ridge: 0.00026917457580566406 seconds RMSE for Ridge: 0.001232918089147735 MAE for Ridge: 0.0009149401254109613 Training time for Ridge: 0.001440286636352539 seconds Testing time for Ridge: 0.0002627372741699219 seconds RMSE for Ridge: 2.381538222967397e-10 MAE for Ridge: 1.7650775951949527e-10 Training time for Ridge: 0.0009331703186035156 seconds Testing time for Ridge: 0.0010249614715576172 seconds RMSE for Ridge: 1.7649230046130848e-10 MAE for Ridge: 1.3080940775012094e-10 Training time for Ridge: 0.0024368762969970703 seconds Testing time for Ridge: 0.0006461143493652344 seconds RMSE for Ridge: 1.681233438437879e-10 MAE for Ridge: 1.2459850928792094e-10 Training time for Ridge: 0.0005278587341308594 seconds Testing time for Ridge: 0.0002789497375488281 seconds RMSE for Ridge: 2.2655295487205598e-10 MAE for Ridge: 1.6790493440055342e-10 Training time for Ridge: 0.002225160598754883 seconds Testing time for Ridge: 0.0012688636779785156 seconds RMSE for Ridge: 1.9911738314566635e-10 MAE for Ridge: 1.4757659094755127e-10 Training time for Ridge: 0.0005750656127929688 seconds Testing time for Ridge: 0.0002799034118652344 seconds RMSE for Ridge: 1.7545872609846175e-10 MAE for Ridge: 1.3003823795543213e-10 Training time for Ridge: 0.0008828639984130859 seconds Testing time for Ridge: 0.0004279613494873047 seconds RMSE for Ridge: 0.0012988930882538796 MAE for Ridge: 0.0009639285386785712 Training time for Ridge: 0.0004999637603759766 seconds Testing time for Ridge: 0.0002739429473876953 seconds RMSE for Ridge: 2.8633221790604134e-10 MAE for Ridge: 2.1221474355570535e-10 Training time for Ridge: 0.0006289482116699219 seconds Testing time for Ridge: 0.00027108192443847656 seconds RMSE for Ridge: 0.0002960117936078589 MAE for Ridge: 0.00021953330000359372 Training time for Ridge: 0.0004730224609375 seconds Testing time for Ridge: 0.00026607513427734375 seconds RMSE for Ridge: 0.00033571268049838106 MAE for Ridge: 0.00024899041526601275 Training time for Ridge: 0.0006220340728759766 seconds Testing time for Ridge: 0.0002677440643310547 seconds RMSE for Ridge: 2.2530448019765586e-10 MAE for Ridge: 1.669832538908622e-10 Training time for Ridge: 0.0005419254302978516 seconds Testing time for Ridge: 0.00029015541076660156 seconds RMSE for Ridge: 2.107772365270108e-10 MAE for Ridge: 1.5621892224260136e-10 Training time for Ridge: 0.0005083084106445312 seconds Testing time for Ridge: 0.0002808570861816406 seconds RMSE for Ridge: 1.8564914913347528e-10 MAE for Ridge: 1.3759382078148974e-10 Training time for Ridge: 0.0006048679351806641 seconds Testing time for Ridge: 0.0003101825714111328 seconds RMSE for Ridge: 0.0011122879102954677 MAE for Ridge: 0.0008253789414329127 Training time for Ridge: 0.0005359649658203125 seconds Testing time for Ridge: 0.0002791881561279297 seconds RMSE for Ridge: 0.0010655425298454098 MAE for Ridge: 0.0007906810087466453 Training time for Ridge: 0.0004799365997314453 seconds Testing time for Ridge: 0.0002739429473876953 seconds RMSE for Ridge: 1.7686541500070197e-10 MAE for Ridge: 1.3108132357331216e-10 Training time for Ridge: 0.0004956722259521484 seconds Testing time for Ridge: 0.0002739429473876953 seconds RMSE for Ridge: 3.738506529539426e-10 MAE for Ridge: 2.770784846006791e-10 Training time for Ridge: 0.00047516822814941406 seconds Testing time for Ridge: 0.0002696514129638672 seconds RMSE for Ridge: 0.0011565736908804468 MAE for Ridge: 0.0008582531982276009 Training time for Ridge: 0.000476837158203125 seconds Testing time for Ridge: 0.0002732276916503906 seconds RMSE for Ridge: 1.720634097292135e-10 MAE for Ridge: 1.2752277456229422e-10 Training time for Ridge: 0.0004711151123046875 seconds Testing time for Ridge: 0.0002689361572265625 seconds RMSE for Ridge: 0.0004274187822775844 MAE for Ridge: 0.00031704096050990673 Training time for Ridge: 0.0004792213439941406 seconds Testing time for Ridge: 0.0002677440643310547 seconds RMSE for Ridge: 3.7178677725420885e-10 MAE for Ridge: 2.755396266707066e-10 Training time for Ridge: 0.0004820823669433594 seconds Testing time for Ridge: 0.00026917457580566406 seconds RMSE for Ridge: 0.0004843544758319368 MAE for Ridge: 0.0003592939913544857 Training time for Ridge: 0.0004749298095703125 seconds Testing time for Ridge: 0.0002689361572265625 seconds RMSE for Ridge: 0.000549563121252038 MAE for Ridge: 0.00040768941480092915 Training time for Ridge: 0.00046324729919433594 seconds Testing time for Ridge: 0.00026702880859375 seconds RMSE for Ridge: 0.0006364704668013586 MAE for Ridge: 0.00047219258121582007 Training time for Ridge: 0.0004992485046386719 seconds Testing time for Ridge: 0.00026988983154296875 seconds RMSE for Ridge: 2.222413239962132e-10 MAE for Ridge: 1.6471169317355816e-10 Training time for Ridge: 0.0004620552062988281 seconds Testing time for Ridge: 0.0002682209014892578 seconds RMSE for Ridge: 3.4298760409827e-10 MAE for Ridge: 2.542030141938767e-10 Training time for Ridge: 0.0004749298095703125 seconds Testing time for Ridge: 0.00026988983154296875 seconds RMSE for Ridge: 1.712389305527674e-10 MAE for Ridge: 1.2690948736349128e-10 Training time for Ridge: 0.0004699230194091797 seconds Testing time for Ridge: 0.000270843505859375 seconds RMSE for Ridge: 2.2306226824310894e-10 MAE for Ridge: 1.6531778612716152e-10 Training time for Ridge: 0.00047397613525390625 seconds Testing time for Ridge: 0.00026702880859375 seconds RMSE for Ridge: 1.6646725182331886e-10 MAE for Ridge: 1.2337405763673814e-10 Training time for Ridge: 0.00047588348388671875 seconds Testing time for Ridge: 0.00026702880859375 seconds RMSE for Ridge: 0.0007709989545003327 MAE for Ridge: 0.0005720463946942011 Training time for Ridge: 0.00047206878662109375 seconds Testing time for Ridge: 0.00026679039001464844 seconds RMSE for Ridge: 0.0015457010461666786 MAE for Ridge: 0.0011471940116129708 Training time for Ridge: 0.0004601478576660156 seconds Testing time for Ridge: 0.00026488304138183594 seconds RMSE for Ridge: 0.000885022047881682 MAE for Ridge: 0.0006566833192379384 Training time for Ridge: 0.0004858970642089844 seconds Testing time for Ridge: 0.00026917457580566406 seconds RMSE for Ridge: 3.415576415257456e-10 MAE for Ridge: 2.5314282225963323e-10 Training time for Ridge: 0.0004620552062988281 seconds Testing time for Ridge: 0.0002620220184326172 seconds RMSE for Ridge: 0.0010851536564050925 MAE for Ridge: 0.0008052379033943069 Training time for Ridge: 0.00047016143798828125 seconds Testing time for Ridge: 0.00026702880859375 seconds RMSE for Ridge: 0.0008159513985147274 MAE for Ridge: 0.0006054134132314903 Training time for Ridge: 0.0004649162292480469 seconds Testing time for Ridge: 0.00026917457580566406 seconds RMSE for Ridge: 2.15693444090337e-10 MAE for Ridge: 1.5986140411428096e-10 Training time for Ridge: 0.00047206878662109375 seconds Testing time for Ridge: 0.00026607513427734375 seconds RMSE for Ridge: 1.681822363468774e-10 MAE for Ridge: 1.2464435705794586e-10 Training time for Ridge: 0.00046181678771972656 seconds Testing time for Ridge: 0.0002732276916503906 seconds RMSE for Ridge: 0.001452250932437751 MAE for Ridge: 0.0010778031774658014 Training time for Ridge: 0.00047469139099121094 seconds Testing time for Ridge: 0.0002651214599609375 seconds RMSE for Ridge: 1.78954556272419e-10 MAE for Ridge: 1.3263235842941868e-10 Training time for Ridge: 0.00045800209045410156 seconds Testing time for Ridge: 0.00026106834411621094 seconds RMSE for Ridge: 0.00025804884067797795 MAE for Ridge: 0.00019136770236286794 Training time for Ridge: 0.0004837512969970703 seconds Testing time for Ridge: 0.00026607513427734375 seconds RMSE for Ridge: 1.7009489980508204e-10 MAE for Ridge: 1.260570314798315e-10 Training time for Ridge: 0.0004611015319824219 seconds Testing time for Ridge: 0.0002639293670654297 seconds RMSE for Ridge: 0.00010579076289137921 MAE for Ridge: 7.843059553237274e-05 Training time for Ridge: 0.0004630088806152344 seconds Testing time for Ridge: 0.00026607513427734375 seconds RMSE for Ridge: 0.0015487925652784707 MAE for Ridge: 0.0011494895926531968 Training time for Ridge: 0.00046896934509277344 seconds Testing time for Ridge: 0.00026702880859375 seconds RMSE for Ridge: 0.00029860132446342364 MAE for Ridge: 0.00022145460794140704 Training time for Ridge: 0.0004680156707763672 seconds Testing time for Ridge: 0.00026488304138183594 seconds RMSE for Ridge: 0.0007731119601924901 MAE for Ridge: 0.0005736148144557785 Training time for Ridge: 0.000457763671875 seconds Testing time for Ridge: 0.00028514862060546875 seconds RMSE for Ridge: 1.814247660029166e-10 MAE for Ridge: 1.3445880853169001e-10 Training time for Ridge: 0.0004749298095703125 seconds Testing time for Ridge: 0.00026917457580566406 seconds RMSE for Ridge: 0.0011876295048932938 MAE for Ridge: 0.0008813124700768604 Training time for Ridge: 0.0004639625549316406 seconds Testing time for Ridge: 0.00026488304138183594 seconds RMSE for Ridge: 0.0003598839624335023 MAE for Ridge: 0.0002669258683962461 Training time for Ridge: 0.0004801750183105469 seconds Testing time for Ridge: 0.00026702880859375 seconds RMSE for Ridge: 0.0015008094698980231 MAE for Ridge: 0.0011138600804849652 Training time for Ridge: 0.0004627704620361328 seconds Testing time for Ridge: 0.00026607513427734375 seconds RMSE for Ridge: 0.0011653044194567463 MAE for Ridge: 0.0008647358323728405 Training time for Ridge: 0.00047016143798828125 seconds Testing time for Ridge: 0.000263214111328125 seconds RMSE for Ridge: 1.8164514607341372e-10 MAE for Ridge: 1.3462519987683663e-10 Training time for Ridge: 0.0004658699035644531 seconds Testing time for Ridge: 0.00026488304138183594 seconds RMSE for Ridge: 1.6867517459902334e-10 MAE for Ridge: 1.2501259583075354e-10 Training time for Ridge: 0.00046896934509277344 seconds Testing time for Ridge: 0.00026488304138183594 seconds RMSE for Ridge: 0.0011845790748905697 MAE for Ridge: 0.0008790474828714246 Training time for Ridge: 0.0004639625549316406 seconds Testing time for Ridge: 0.00026297569274902344 seconds RMSE for Ridge: 0.0012012144944216188 MAE for Ridge: 0.0008913995422711807 Training time for Ridge: 0.0004715919494628906 seconds Testing time for Ridge: 0.0002644062042236328 seconds RMSE for Ridge: 0.0012488936728077878 MAE for Ridge: 0.0009268024068894576 Training time for Ridge: 0.0004649162292480469 seconds Testing time for Ridge: 0.00026488304138183594 seconds RMSE for Ridge: 1.6762795779969523e-10 MAE for Ridge: 1.2423659434546153e-10 Training time for Ridge: 0.0004711151123046875 seconds Testing time for Ridge: 0.0002868175506591797 seconds RMSE for Ridge: 1.7344431392707583e-10 MAE for Ridge: 1.2854030728703946e-10 Training time for Ridge: 0.00046515464782714844 seconds Testing time for Ridge: 0.0002639293670654297 seconds RMSE for Ridge: 1.6673615929414152e-10 MAE for Ridge: 1.235714375269481e-10 Training time for Ridge: 0.00047087669372558594 seconds Testing time for Ridge: 0.0002682209014892578 seconds RMSE for Ridge: 0.0007008717570125856 MAE for Ridge: 0.0005199937438511971 Training time for Ridge: 0.0004749298095703125 seconds Testing time for Ridge: 0.00026488304138183594 seconds RMSE for Ridge: 1.7039477036636542e-10 MAE for Ridge: 1.2628163403860527e-10 Training time for Ridge: 0.00047326087951660156 seconds Testing time for Ridge: 0.0002727508544921875 seconds RMSE for Ridge: 0.0008355575552033866 MAE for Ridge: 0.0006199666547171745 Training time for Ridge: 0.00045800209045410156 seconds Testing time for Ridge: 0.0002651214599609375 seconds RMSE for Ridge: 0.0011110977955419434 MAE for Ridge: 0.000824495553544331 Training time for Ridge: 0.0004680156707763672 seconds Testing time for Ridge: 0.0002658367156982422 seconds RMSE for Ridge: 0.0008440113683931038 MAE for Ridge: 0.0006262417601785764 Training time for Ridge: 0.0004630088806152344 seconds Testing time for Ridge: 0.00026488304138183594 seconds RMSE for Ridge: 0.00011323441346150874 MAE for Ridge: 8.395063387095725e-05 Training time for Ridge: 0.00047206878662109375 seconds Testing time for Ridge: 0.0002758502960205078 seconds RMSE for Ridge: 1.701678581189916e-10 MAE for Ridge: 1.2611730326739234e-10 Training time for Ridge: 0.0004680156707763672 seconds Testing time for Ridge: 0.00026106834411621094 seconds RMSE for Ridge: 1.673593511510454e-10 MAE for Ridge: 1.2403895688350986e-10 Training time for Ridge: 0.00047016143798828125 seconds Testing time for Ridge: 0.00026488304138183594 seconds RMSE for Ridge: 1.6873001729100359e-10 MAE for Ridge: 1.2505285695851853e-10 Training time for Ridge: 0.0004799365997314453 seconds Testing time for Ridge: 0.00026226043701171875 seconds RMSE for Ridge: 0.0008586122781644701 MAE for Ridge: 0.0006370797588695964 Training time for Ridge: 0.00046825408935546875 seconds Testing time for Ridge: 0.0002639293670654297 seconds RMSE for Ridge: 1.6728976795977146e-10 MAE for Ridge: 1.239807367880985e-10 Training time for Ridge: 0.00045800209045410156 seconds Testing time for Ridge: 0.0002639293670654297 seconds RMSE for Ridge: 0.0003977673751058462 MAE for Ridge: 0.0002950371988981626 Training time for Ridge: 0.0004820823669433594 seconds Testing time for Ridge: 0.00026798248291015625 seconds RMSE for Ridge: 1.6752545489490669e-10 MAE for Ridge: 1.241602287649357e-10 Training time for Ridge: 0.0004601478576660156 seconds Testing time for Ridge: 0.0002658367156982422 seconds RMSE for Ridge: 1.6700381737785095e-10 MAE for Ridge: 1.2377180169664826e-10 Training time for Ridge: 0.00046896934509277344 seconds Testing time for Ridge: 0.00026607513427734375 seconds RMSE for Ridge: 0.0005748301249559003 MAE for Ridge: 0.0004264423420698638 Training time for Ridge: 0.0004642009735107422 seconds Testing time for Ridge: 0.0002639293670654297 seconds RMSE for Ridge: 1.8558997725183504e-10 MAE for Ridge: 1.375527070024418e-10 Training time for Ridge: 0.00046372413635253906 seconds Testing time for Ridge: 0.00026297569274902344 seconds RMSE for Ridge: 1.6756021622298123e-10 MAE for Ridge: 1.2418644779188527e-10 Training time for Ridge: 0.0004589557647705078 seconds Testing time for Ridge: 0.0002770423889160156 seconds RMSE for Ridge: 0.0010929749624685378 MAE for Ridge: 0.0008110434648143628 Training time for Ridge: 0.0004718303680419922 seconds Testing time for Ridge: 0.0002658367156982422 seconds RMSE for Ridge: 0.001391549948633122 MAE for Ridge: 0.0010327299716822048 Training time for Ridge: 0.0004591941833496094 seconds Testing time for Ridge: 0.0002689361572265625 seconds RMSE for Ridge: 1.659677134871774e-05 MAE for Ridge: 1.2301273810981783e-05 Training time for Ridge: 0.0004839897155761719 seconds Testing time for Ridge: 0.0002658367156982422 seconds RMSE for Ridge: 1.6774811779463127e-10 MAE for Ridge: 1.2432391116590224e-10 Training time for Ridge: 0.0004601478576660156 seconds Testing time for Ridge: 0.0002639293670654297 seconds RMSE for Ridge: 0.0015135392699042018 MAE for Ridge: 0.0011233125181610236 Training time for Ridge: 0.0004668235778808594 seconds Testing time for Ridge: 0.00026702880859375 seconds RMSE for Ridge: 1.664114711832992e-10 MAE for Ridge: 1.23331806989313e-10 Training time for Ridge: 0.0004649162292480469 seconds Testing time for Ridge: 0.00026607513427734375 seconds RMSE for Ridge: 1.3764417363661363e-05 MAE for Ridge: 1.0201877511670787e-05 Training time for Ridge: 0.0004680156707763672 seconds Testing time for Ridge: 0.00026607513427734375 seconds RMSE for Ridge: 1.664923701745354e-10 MAE for Ridge: 1.233978430548177e-10 Training time for Ridge: 0.0004589557647705078 seconds Testing time for Ridge: 0.00027489662170410156 seconds RMSE for Ridge: 1.675649559061298e-10 MAE for Ridge: 1.2419093309290474e-10 Training time for Ridge: 0.00047206878662109375 seconds Testing time for Ridge: 0.0002639293670654297 seconds RMSE for Ridge: 1.6735469724598073e-10 MAE for Ridge: 1.2403487126277924e-10 Training time for Ridge: 0.0004589557647705078 seconds Testing time for Ridge: 0.00026607513427734375 seconds RMSE for Ridge: 0.0013087389768407618 MAE for Ridge: 0.0009712394627580601 Training time for Ridge: 0.00048279762268066406 seconds Testing time for Ridge: 0.00026798248291015625 seconds RMSE for Ridge: 1.7476158195239684e-10 MAE for Ridge: 1.2952191319470784e-10 Training time for Ridge: 0.00045800209045410156 seconds Testing time for Ridge: 0.00026416778564453125 seconds RMSE for Ridge: 1.674923832793817e-10 MAE for Ridge: 1.2413088334994883e-10 Training time for Ridge: 0.0004677772521972656 seconds Testing time for Ridge: 0.00026607513427734375 seconds RMSE for Ridge: 1.6688392746013816e-10 MAE for Ridge: 1.2368188251343782e-10 Training time for Ridge: 0.00047588348388671875 seconds Testing time for Ridge: 0.00026488304138183594 seconds RMSE for Ridge: 1.690028710881866e-10 MAE for Ridge: 1.2525253723083552e-10 Training time for Ridge: 0.0004730224609375 seconds Testing time for Ridge: 0.0002639293670654297 seconds RMSE for Ridge: 1.6646011320272656e-10 MAE for Ridge: 1.233688351476303e-10 Training time for Ridge: 0.0004639625549316406 seconds Testing time for Ridge: 0.00026416778564453125 seconds RMSE for Ridge: 1.6752114083120952e-10 MAE for Ridge: 1.2415653394270975e-10 Training time for Ridge: 0.00047206878662109375 seconds Testing time for Ridge: 0.00026702880859375 seconds RMSE for Ridge: 1.6697480978277975e-10 MAE for Ridge: 1.237497926354081e-10 Training time for Ridge: 0.0004780292510986328 seconds Testing time for Ridge: 0.0002639293670654297 seconds RMSE for Ridge: 1.6636764835770702e-10 MAE for Ridge: 1.2330074738997608e-10 Training time for Ridge: 0.0004949569702148438 seconds Testing time for Ridge: 0.0002658367156982422 seconds RMSE for Ridge: 1.6636764835770702e-10 MAE for Ridge: 1.2330074738997608e-10 Training time for Ridge: 0.00046634674072265625 seconds Testing time for Ridge: 0.0002639293670654297 seconds RMSE for Ridge: 1.664478478175425e-10 MAE for Ridge: 1.2335706678356927e-10 Training time for Neural Network: 0.4449028968811035 seconds Testing time for Neural Network: 0.0005941390991210938 seconds RMSE for Neural Network: 423.47107538470914 MAE for Neural Network: 338.03660356257365 Training time for Neural Network: 0.29569101333618164 seconds Testing time for Neural Network: 0.0005631446838378906 seconds RMSE for Neural Network: 424.1309301847874 MAE for Neural Network: 338.86286252708715 Training time for Neural Network: 0.40485405921936035 seconds Testing time for Neural Network: 0.0005939006805419922 seconds RMSE for Neural Network: 0.14714315364188071 MAE for Neural Network: 0.11042543649303972 Training time for Neural Network: 0.2833099365234375 seconds Testing time for Neural Network: 0.0005228519439697266 seconds RMSE for Neural Network: 19.499351028734413 MAE for Neural Network: 16.420743991901354 Training time for Neural Network: 0.4356839656829834 seconds Testing time for Neural Network: 0.0007450580596923828 seconds RMSE for Neural Network: 0.5518338400687758 MAE for Neural Network: 0.4532648684790723 Training time for Neural Network: 0.1881089210510254 seconds Testing time for Neural Network: 0.0004940032958984375 seconds RMSE for Neural Network: 422.13567865317145 MAE for Neural Network: 336.3621929596312 Training time for Neural Network: 0.3237619400024414 seconds Testing time for Neural Network: 0.0005481243133544922 seconds RMSE for Neural Network: 423.13326976307815 MAE for Neural Network: 337.6133256271624 Training time for Neural Network: 0.3907198905944824 seconds Testing time for Neural Network: 0.0005309581756591797 seconds RMSE for Neural Network: 422.44277621093477 MAE for Neural Network: 336.7475209016993 Training time for Neural Network: 0.4510221481323242 seconds Testing time for Neural Network: 0.0009028911590576172 seconds RMSE for Neural Network: 422.4934513313223 MAE for Neural Network: 336.81108960141285 Training time for Neural Network: 0.3471968173980713 seconds Testing time for Neural Network: 0.0005519390106201172 seconds RMSE for Neural Network: 0.2664998522334592 MAE for Neural Network: 0.2032317116550722 Training time for Neural Network: 0.405048131942749 seconds Testing time for Neural Network: 0.0005998611450195312 seconds RMSE for Neural Network: 424.2696378965638 MAE for Neural Network: 339.03645718642105 Training time for Neural Network: 0.13077878952026367 seconds Testing time for Neural Network: 0.00045013427734375 seconds RMSE for Neural Network: 422.9190391824124 MAE for Neural Network: 337.3447900347853 Training time for Neural Network: 0.31038498878479004 seconds Testing time for Neural Network: 0.0006861686706542969 seconds RMSE for Neural Network: 422.92505971027714 MAE for Neural Network: 337.35233775917425 Training time for Neural Network: 0.27148008346557617 seconds Testing time for Neural Network: 0.0005350112915039062 seconds RMSE for Neural Network: 0.629519191807357 MAE for Neural Network: 0.5159002133849079 Training time for Neural Network: 0.400925874710083 seconds Testing time for Neural Network: 0.0007963180541992188 seconds RMSE for Neural Network: 424.09685145309123 MAE for Neural Network: 338.82020759255755 Training time for Neural Network: 0.1531238555908203 seconds Testing time for Neural Network: 0.00046706199645996094 seconds RMSE for Neural Network: 423.51713128204165 MAE for Neural Network: 338.0942977188593 Training time for Neural Network: 0.36866092681884766 seconds Testing time for Neural Network: 0.0007550716400146484 seconds RMSE for Neural Network: 423.15811339236217 MAE for Neural Network: 337.64446180919623 Training time for Neural Network: 0.20242595672607422 seconds Testing time for Neural Network: 0.0015990734100341797 seconds RMSE for Neural Network: 1.4347859000659378 MAE for Neural Network: 1.2113075045525183 Training time for Neural Network: 0.3220350742340088 seconds Testing time for Neural Network: 0.002298116683959961 seconds RMSE for Neural Network: 0.49867526271223267 MAE for Neural Network: 0.4061259561394033 Training time for Neural Network: 0.11355018615722656 seconds Testing time for Neural Network: 0.0004029273986816406 seconds RMSE for Neural Network: 421.98181273115136 MAE for Neural Network: 336.1690704638173 Training time for Neural Network: 0.3569808006286621 seconds Testing time for Neural Network: 0.0005578994750976562 seconds RMSE for Neural Network: 6.437287825618281 MAE for Neural Network: 5.349023613320899 Training time for Neural Network: 0.2737429141998291 seconds Testing time for Neural Network: 0.0005958080291748047 seconds RMSE for Neural Network: 423.62334479647257 MAE for Neural Network: 338.2273376254345 Training time for Neural Network: 0.37331676483154297 seconds Testing time for Neural Network: 0.0005619525909423828 seconds RMSE for Neural Network: 8.650473385044565 MAE for Neural Network: 7.276884991082161 Training time for Neural Network: 0.28048205375671387 seconds Testing time for Neural Network: 0.0005540847778320312 seconds RMSE for Neural Network: 23.80099108034386 MAE for Neural Network: 19.315644554405175 Training time for Neural Network: 0.40407824516296387 seconds Testing time for Neural Network: 0.0014278888702392578 seconds RMSE for Neural Network: 422.79500662632876 MAE for Neural Network: 337.18928110009057 Training time for Neural Network: 0.08052706718444824 seconds Testing time for Neural Network: 0.0009121894836425781 seconds RMSE for Neural Network: 0.8819181097126942 MAE for Neural Network: 0.7074949418078924 Training time for Neural Network: 0.13177490234375 seconds Testing time for Neural Network: 0.001165151596069336 seconds RMSE for Neural Network: 422.5564618786081 MAE for Neural Network: 336.89012620735286 Training time for Neural Network: 0.3339269161224365 seconds Testing time for Neural Network: 0.0005459785461425781 seconds RMSE for Neural Network: 0.9446070309262237 MAE for Neural Network: 0.7175255529554073 Training time for Neural Network: 0.17757892608642578 seconds Testing time for Neural Network: 0.0004589557647705078 seconds RMSE for Neural Network: 423.9780645448587 MAE for Neural Network: 338.67151175710495 Training time for Neural Network: 0.2898080348968506 seconds Testing time for Neural Network: 0.0013670921325683594 seconds RMSE for Neural Network: 18.62955692873655 MAE for Neural Network: 15.476394484427132 Training time for Neural Network: 0.30124998092651367 seconds Testing time for Neural Network: 0.0025658607482910156 seconds RMSE for Neural Network: 46.49818276549506 MAE for Neural Network: 33.334189947981606 Training time for Neural Network: 0.13941502571105957 seconds Testing time for Neural Network: 0.0004971027374267578 seconds RMSE for Neural Network: 424.2731401989572 MAE for Neural Network: 339.0408399513583 Training time for Neural Network: 0.31456589698791504 seconds Testing time for Neural Network: 0.0007178783416748047 seconds RMSE for Neural Network: 423.21453563941856 MAE for Neural Network: 337.7151711681417 Training time for Neural Network: 0.292525053024292 seconds Testing time for Neural Network: 0.0005440711975097656 seconds RMSE for Neural Network: 11.369958806434937 MAE for Neural Network: 9.475881846706777 Training time for Neural Network: 0.3353579044342041 seconds Testing time for Neural Network: 0.0005640983581542969 seconds RMSE for Neural Network: 0.6040058245193132 MAE for Neural Network: 0.48901409021767006 Training time for Neural Network: 0.2693779468536377 seconds Testing time for Neural Network: 0.0006201267242431641 seconds RMSE for Neural Network: 422.1767351413046 MAE for Neural Network: 336.4137175491062 Training time for Neural Network: 0.4926261901855469 seconds Testing time for Neural Network: 0.00150299072265625 seconds RMSE for Neural Network: 0.14355271212575615 MAE for Neural Network: 0.10719121637393997 Training time for Neural Network: 0.31485795974731445 seconds Testing time for Neural Network: 0.0008089542388916016 seconds RMSE for Neural Network: 422.9606611488202 MAE for Neural Network: 337.39696877726334 Training time for Neural Network: 0.41774702072143555 seconds Testing time for Neural Network: 0.002487659454345703 seconds RMSE for Neural Network: 422.78030596363476 MAE for Neural Network: 337.1708480449387 Training time for Neural Network: 0.1738111972808838 seconds Testing time for Neural Network: 0.0004889965057373047 seconds RMSE for Neural Network: 424.18859804142545 MAE for Neural Network: 338.9350385678479 Training time for Neural Network: 0.11643409729003906 seconds Testing time for Neural Network: 0.00133514404296875 seconds RMSE for Neural Network: 0.6628229494305385 MAE for Neural Network: 0.5181860121625192 Training time for Neural Network: 0.0958859920501709 seconds Testing time for Neural Network: 0.00047707557678222656 seconds RMSE for Neural Network: 423.79153995747686 MAE for Neural Network: 338.4379751153351 Training time for Neural Network: 0.28334522247314453 seconds Testing time for Neural Network: 0.000560760498046875 seconds RMSE for Neural Network: 0.3459370810528293 MAE for Neural Network: 0.28552184627059257 Training time for Neural Network: 0.37633204460144043 seconds Testing time for Neural Network: 0.0005619525909423828 seconds RMSE for Neural Network: 422.4792783561601 MAE for Neural Network: 336.79331095047047 Training time for Neural Network: 0.27849721908569336 seconds Testing time for Neural Network: 0.0005328655242919922 seconds RMSE for Neural Network: 422.9304684327361 MAE for Neural Network: 337.35911843223107 Training time for Neural Network: 0.9682083129882812 seconds Testing time for Neural Network: 0.0013947486877441406 seconds RMSE for Neural Network: 1.034742893913387 MAE for Neural Network: 0.8678345648688307 Training time for Neural Network: 0.32906293869018555 seconds Testing time for Neural Network: 0.0005850791931152344 seconds RMSE for Neural Network: 423.0357088464401 MAE for Neural Network: 337.4910437624213 Training time for Neural Network: 0.39398193359375 seconds Testing time for Neural Network: 0.0007550716400146484 seconds RMSE for Neural Network: 0.3570049164546282 MAE for Neural Network: 0.2745328949016321 Training time for Neural Network: 0.4304020404815674 seconds Testing time for Neural Network: 0.0008351802825927734 seconds RMSE for Neural Network: 0.3627158149905463 MAE for Neural Network: 0.29307116181595894 Training time for Neural Network: 0.3747851848602295 seconds Testing time for Neural Network: 0.0006148815155029297 seconds RMSE for Neural Network: 423.43795163206306 MAE for Neural Network: 337.9951072767118 Training time for Neural Network: 0.18871617317199707 seconds Testing time for Neural Network: 0.0012390613555908203 seconds RMSE for Neural Network: 424.2795334706055 MAE for Neural Network: 339.0488404089787 Training time for Neural Network: 0.1585221290588379 seconds Testing time for Neural Network: 0.0005109310150146484 seconds RMSE for Neural Network: 0.8861723017423528 MAE for Neural Network: 0.6904545763948242 Training time for Neural Network: 0.7050621509552002 seconds Testing time for Neural Network: 0.0005891323089599609 seconds RMSE for Neural Network: 422.11751798575995 MAE for Neural Network: 336.33940097927405 Training time for Neural Network: 0.43643903732299805 seconds Testing time for Neural Network: 0.0005578994750976562 seconds RMSE for Neural Network: 422.98228961899366 MAE for Neural Network: 337.424081819844 Training time for Neural Network: 0.508141040802002 seconds Testing time for Neural Network: 0.0005662441253662109 seconds RMSE for Neural Network: 0.3893904308669344 MAE for Neural Network: 0.28496724891392117 Training time for Neural Network: 0.5937011241912842 seconds Testing time for Neural Network: 0.0006909370422363281 seconds RMSE for Neural Network: 422.9249050972184 MAE for Neural Network: 337.35214392697986 Training time for Neural Network: 0.12442898750305176 seconds Testing time for Neural Network: 0.0004570484161376953 seconds RMSE for Neural Network: 423.5765748001407 MAE for Neural Network: 338.16875725007134 Training time for Neural Network: 0.639854907989502 seconds Testing time for Neural Network: 0.00074005126953125 seconds RMSE for Neural Network: 424.3821403693134 MAE for Neural Network: 339.1772320263819 Training time for Neural Network: 0.5056312084197998 seconds Testing time for Neural Network: 0.0016231536865234375 seconds RMSE for Neural Network: 423.38936612296743 MAE for Neural Network: 337.93423769521587 Training time for Neural Network: 0.6538701057434082 seconds Testing time for Neural Network: 0.0026297569274902344 seconds RMSE for Neural Network: 0.2705666153211435 MAE for Neural Network: 0.21907491160685758 Training time for Neural Network: 0.12859797477722168 seconds Testing time for Neural Network: 0.0004191398620605469 seconds RMSE for Neural Network: 2.0223690184370766 MAE for Neural Network: 1.6220924633538565 Training time for Neural Network: 0.5365278720855713 seconds Testing time for Neural Network: 0.0005941390991210938 seconds RMSE for Neural Network: 7.198746649671918 MAE for Neural Network: 6.166076340183634 Training time for Neural Network: 0.444774866104126 seconds Testing time for Neural Network: 0.0008292198181152344 seconds RMSE for Neural Network: 424.08836110982674 MAE for Neural Network: 338.80958027992267 Training time for Neural Network: 0.38198304176330566 seconds Testing time for Neural Network: 0.0005512237548828125 seconds RMSE for Neural Network: 0.6708378438451348 MAE for Neural Network: 0.5271341544267937 Training time for Neural Network: 0.43448901176452637 seconds Testing time for Neural Network: 0.0005669593811035156 seconds RMSE for Neural Network: 421.6725038350602 MAE for Neural Network: 335.7807233168208 Training time for Neural Network: 0.4924957752227783 seconds Testing time for Neural Network: 0.0005929470062255859 seconds RMSE for Neural Network: 422.91131431408843 MAE for Neural Network: 337.33510554863426 Training time for Neural Network: 0.4941117763519287 seconds Testing time for Neural Network: 0.0005941390991210938 seconds RMSE for Neural Network: 422.73304589862425 MAE for Neural Network: 337.1115865041824 Training time for Neural Network: 0.6650509834289551 seconds Testing time for Neural Network: 0.0006270408630371094 seconds RMSE for Neural Network: 423.8888165759766 MAE for Neural Network: 338.55977681765506 Training time for Neural Network: 0.5028507709503174 seconds Testing time for Neural Network: 0.0005621910095214844 seconds RMSE for Neural Network: 0.22545519191610966 MAE for Neural Network: 0.17653180897744 Training time for Neural Network: 0.40390515327453613 seconds Testing time for Neural Network: 0.0005550384521484375 seconds RMSE for Neural Network: 0.3577630373804222 MAE for Neural Network: 0.27804455077696416 Training time for Neural Network: 0.1423938274383545 seconds Testing time for Neural Network: 0.0004189014434814453 seconds RMSE for Neural Network: 422.16658500407675 MAE for Neural Network: 336.40097971712703 Training time for Neural Network: 0.4520130157470703 seconds Testing time for Neural Network: 0.0005359649658203125 seconds RMSE for Neural Network: 424.2589058406667 MAE for Neural Network: 339.02302701403374 Training time for Neural Network: 0.44175076484680176 seconds Testing time for Neural Network: 0.0017409324645996094 seconds RMSE for Neural Network: 0.4429395927131807 MAE for Neural Network: 0.3519611672397641 Training time for Neural Network: 0.3566431999206543 seconds Testing time for Neural Network: 0.001377105712890625 seconds RMSE for Neural Network: 1.0471369277526257 MAE for Neural Network: 0.8578894413720869 Training time for Neural Network: 0.5295770168304443 seconds Testing time for Neural Network: 0.00084686279296875 seconds RMSE for Neural Network: 423.93073707766916 MAE for Neural Network: 338.6122612957988 Training time for Neural Network: 0.3690018653869629 seconds Testing time for Neural Network: 0.0019562244415283203 seconds RMSE for Neural Network: 0.37350893711992594 MAE for Neural Network: 0.28845775166916093 Training time for Neural Network: 0.7502350807189941 seconds Testing time for Neural Network: 0.0006339550018310547 seconds RMSE for Neural Network: 0.17358155005802672 MAE for Neural Network: 0.11970651139582039 Training time for Neural Network: 0.37143802642822266 seconds Testing time for Neural Network: 0.0005671977996826172 seconds RMSE for Neural Network: 423.96365340847177 MAE for Neural Network: 338.6534704858305 Training time for Neural Network: 0.1671159267425537 seconds Testing time for Neural Network: 0.001219034194946289 seconds RMSE for Neural Network: 423.50848815208514 MAE for Neural Network: 338.08347075463973 Training time for Neural Network: 0.40501880645751953 seconds Testing time for Neural Network: 0.0011360645294189453 seconds RMSE for Neural Network: 0.3862901065622552 MAE for Neural Network: 0.30354543099019343 Training time for Neural Network: 0.33816027641296387 seconds Testing time for Neural Network: 0.0005729198455810547 seconds RMSE for Neural Network: 422.1840031960768 MAE for Neural Network: 336.42283842703597 Training time for Neural Network: 0.3246316909790039 seconds Testing time for Neural Network: 0.0005540847778320312 seconds RMSE for Neural Network: 423.13736668964214 MAE for Neural Network: 337.61846032123765 Training time for Neural Network: 0.7888078689575195 seconds Testing time for Neural Network: 0.0005524158477783203 seconds RMSE for Neural Network: 422.6904460030401 MAE for Neural Network: 337.05816531110395 Training time for Neural Network: 0.1750040054321289 seconds Testing time for Neural Network: 0.0005056858062744141 seconds RMSE for Neural Network: 421.7986977304417 MAE for Neural Network: 335.9391835849684 Training time for Neural Network: 0.4468538761138916 seconds Testing time for Neural Network: 0.0012791156768798828 seconds RMSE for Neural Network: 422.68031064669316 MAE for Neural Network: 337.0454549004088 Training time for Neural Network: 0.2831299304962158 seconds Testing time for Neural Network: 0.0005462169647216797 seconds RMSE for Neural Network: 0.7498430913997669 MAE for Neural Network: 0.5902455392798928 Training time for Neural Network: 0.1396961212158203 seconds Testing time for Neural Network: 0.0004658699035644531 seconds RMSE for Neural Network: 422.3145455089273 MAE for Neural Network: 336.5866441334985 Training time for Neural Network: 0.4169328212738037 seconds Testing time for Neural Network: 0.0005841255187988281 seconds RMSE for Neural Network: 423.7380644682517 MAE for Neural Network: 338.37101078540815 Training time for Neural Network: 0.2658989429473877 seconds Testing time for Neural Network: 0.0005650520324707031 seconds RMSE for Neural Network: 424.24872658373283 MAE for Neural Network: 339.0102884405684 Training time for Neural Network: 0.35718870162963867 seconds Testing time for Neural Network: 0.0005750656127929688 seconds RMSE for Neural Network: 423.4078587900884 MAE for Neural Network: 337.9574064077395 Training time for Neural Network: 0.4551830291748047 seconds Testing time for Neural Network: 0.0006582736968994141 seconds RMSE for Neural Network: 0.1692203770671673 MAE for Neural Network: 0.12257133595673803 Training time for Neural Network: 0.3581089973449707 seconds Testing time for Neural Network: 0.000576019287109375 seconds RMSE for Neural Network: 422.3943265389254 MAE for Neural Network: 336.68673979370027 Training time for Neural Network: 0.465177059173584 seconds Testing time for Neural Network: 0.0006060600280761719 seconds RMSE for Neural Network: 423.9270280571879 MAE for Neural Network: 338.6076177200364 Training time for Neural Network: 0.39948320388793945 seconds Testing time for Neural Network: 0.0009531974792480469 seconds RMSE for Neural Network: 14.333316534827134 MAE for Neural Network: 11.958812606881413 Training time for Neural Network: 0.3374760150909424 seconds Testing time for Neural Network: 0.001695871353149414 seconds RMSE for Neural Network: 0.5104487546613719 MAE for Neural Network: 0.41876123711930957 Training time for Neural Network: 0.33837175369262695 seconds Testing time for Neural Network: 0.0006809234619140625 seconds RMSE for Neural Network: 424.3657576221 MAE for Neural Network: 339.15673353601204 Training time for Neural Network: 0.3115530014038086 seconds Testing time for Neural Network: 0.0006020069122314453 seconds RMSE for Neural Network: 423.5083398652983 MAE for Neural Network: 338.08328499956855 Training time for Neural Network: 0.39475584030151367 seconds Testing time for Neural Network: 0.0014710426330566406 seconds RMSE for Neural Network: 0.5795063077849869 MAE for Neural Network: 0.47666346145277716 Training time for Neural Network: 0.3464851379394531 seconds Testing time for Neural Network: 0.0005667209625244141 seconds RMSE for Neural Network: 424.3707619654178 MAE for Neural Network: 339.16299513913344 Training time for Neural Network: 0.2681760787963867 seconds Testing time for Neural Network: 0.0005257129669189453 seconds RMSE for Neural Network: 0.9539871614572332 MAE for Neural Network: 0.7562437621028479 Training time for Neural Network: 0.39313626289367676 seconds Testing time for Neural Network: 0.0005648136138916016 seconds RMSE for Neural Network: 11.679413594755555 MAE for Neural Network: 9.634389625883937 Training time for Neural Network: 0.3971221446990967 seconds Testing time for Neural Network: 0.0005888938903808594 seconds RMSE for Neural Network: 0.17077606090690153 MAE for Neural Network: 0.13776081245142335 Training time for Neural Network: 0.39131999015808105 seconds Testing time for Neural Network: 0.0008237361907958984 seconds RMSE for Neural Network: 423.05513202213547 MAE for Neural Network: 337.5153898578626 Training time for Neural Network: 0.4183390140533447 seconds Testing time for Neural Network: 0.0005869865417480469 seconds RMSE for Neural Network: 422.2441559856573 MAE for Neural Network: 336.4983223207489 Training time for Neural Network: 0.3325657844543457 seconds Testing time for Neural Network: 0.0005471706390380859 seconds RMSE for Neural Network: 423.3171207925326 MAE for Neural Network: 337.8437189244728 Training time for Neural Network: 0.3656320571899414 seconds Testing time for Neural Network: 0.0005648136138916016 seconds RMSE for Neural Network: 0.18711586557819776 MAE for Neural Network: 0.14948404888029151 Training time for Neural Network: 0.28516507148742676 seconds Testing time for Neural Network: 0.0006070137023925781 seconds RMSE for Neural Network: 422.94516613381313 MAE for Neural Network: 337.3775440313082 Training time for Neural Network: 0.3317749500274658 seconds Testing time for Neural Network: 0.0011131763458251953 seconds RMSE for Neural Network: 0.2371738464207039 MAE for Neural Network: 0.19389023680199224 Training time for Neural Network: 0.34038209915161133 seconds Testing time for Neural Network: 0.0013570785522460938 seconds RMSE for Neural Network: 0.8941477602977503 MAE for Neural Network: 0.7132298453605531 Training time for Neural Network: 0.12480592727661133 seconds Testing time for Neural Network: 0.0005109310150146484 seconds RMSE for Neural Network: 422.147098017606 MAE for Neural Network: 336.37652418877985 Training time for Neural Network: 0.3522939682006836 seconds Testing time for Neural Network: 0.0005679130554199219 seconds RMSE for Neural Network: 423.5910366774154 MAE for Neural Network: 338.18687143957254 Training time for Neural Network: 0.40917301177978516 seconds Testing time for Neural Network: 0.005316019058227539 seconds RMSE for Neural Network: 0.42088054334625 MAE for Neural Network: 0.3285401733785908 Training time for Neural Network: 0.3118622303009033 seconds Testing time for Neural Network: 0.0006048679351806641 seconds RMSE for Neural Network: 0.7585532223537563 MAE for Neural Network: 0.6116839352741238 Training time for Neural Network: 0.1403191089630127 seconds Testing time for Neural Network: 0.0006468296051025391 seconds RMSE for Neural Network: 422.0879143642454 MAE for Neural Network: 336.30224666659177 Training time for Neural Network: 0.3948349952697754 seconds Testing time for Neural Network: 0.0006170272827148438 seconds RMSE for Neural Network: 423.18548877411945 MAE for Neural Network: 337.6787697940588 Training time for Neural Network: 0.28209877014160156 seconds Testing time for Neural Network: 0.0005540847778320312 seconds RMSE for Neural Network: 423.811089238129 MAE for Neural Network: 338.4624543754415 Training time for Neural Network: 0.3184080123901367 seconds Testing time for Neural Network: 0.0006618499755859375 seconds RMSE for Neural Network: 423.9149969501465 MAE for Neural Network: 338.5925549977157 Training time for Neural Network: 0.2941398620605469 seconds Testing time for Neural Network: 0.0006229877471923828 seconds RMSE for Neural Network: 0.39204709716630587 MAE for Neural Network: 0.32484177982490253 Training time for Neural Network: 0.3125777244567871 seconds Testing time for Neural Network: 0.001007080078125 seconds RMSE for Neural Network: 424.12521802793134 MAE for Neural Network: 338.8557129928295 Training time for Neural Network: 0.12478065490722656 seconds Testing time for Neural Network: 0.0004279613494873047 seconds RMSE for Neural Network: 422.0191890146649 MAE for Neural Network: 336.215986468868 Training time for Neural Network: 0.38978004455566406 seconds Testing time for Neural Network: 0.0005698204040527344 seconds RMSE for Neural Network: 422.87945605131364 MAE for Neural Network: 337.29516452343853 Training time for Neural Network: 0.33731985092163086 seconds Testing time for Neural Network: 0.0011370182037353516 seconds RMSE for Neural Network: 423.25300316534765 MAE for Neural Network: 337.7633762697257 Training time for Neural Network: 0.3653998374938965 seconds Testing time for Neural Network: 0.0005931854248046875 seconds RMSE for Neural Network: 422.6513957156303 MAE for Neural Network: 337.00919269510865 Training time for Neural Network: 0.3238718509674072 seconds Testing time for Neural Network: 0.0013570785522460938 seconds RMSE for Neural Network: 1.0599366594438324 MAE for Neural Network: 0.8421242121852879 Training time for Neural Network: 0.28977322578430176 seconds Testing time for Neural Network: 0.0005428791046142578 seconds RMSE for Neural Network: 0.7382077686252619 MAE for Neural Network: 0.6070142168709097 Training time for Neural Network: 0.32732295989990234 seconds Testing time for Neural Network: 0.0007169246673583984 seconds RMSE for Neural Network: 422.55819919096473 MAE for Neural Network: 336.8923052908 Training time for Neural Network: 0.3736131191253662 seconds Testing time for Neural Network: 0.0025568008422851562 seconds RMSE for Neural Network: 0.859371551722274 MAE for Neural Network: 0.6885883767101757 Training time for Neural Network: 0.270906925201416 seconds Testing time for Neural Network: 0.0008399486541748047 seconds RMSE for Neural Network: 0.6279221773053025 MAE for Neural Network: 0.5253931743812409 Training time for Neural Network: 0.1706092357635498 seconds Testing time for Neural Network: 0.0005156993865966797 seconds RMSE for Neural Network: 0.41881698589572675 MAE for Neural Network: 0.2857516454887972 Training time for Neural Network: 0.9418590068817139 seconds Testing time for Neural Network: 0.0005910396575927734 seconds RMSE for Neural Network: 424.0672337731066 MAE for Neural Network: 338.783134793651 Training time for Neural Network: 0.3704221248626709 seconds Testing time for Neural Network: 0.0006361007690429688 seconds RMSE for Neural Network: 422.72485474064445 MAE for Neural Network: 337.1013148537654 Training time for Neural Network: 0.35332512855529785 seconds Testing time for Neural Network: 0.0005550384521484375 seconds RMSE for Neural Network: 423.1266003625527 MAE for Neural Network: 337.6049667807183 Training time for Neural Network: 0.3278977870941162 seconds Testing time for Neural Network: 0.0005490779876708984 seconds RMSE for Neural Network: 421.9432458824726 MAE for Neural Network: 336.1206575122618 Training time for Neural Network: 0.4327270984649658 seconds Testing time for Neural Network: 0.0006201267242431641 seconds RMSE for Neural Network: 0.26622725385791585 MAE for Neural Network: 0.2114321901012477 Training time for Neural Network: 0.1818070411682129 seconds Testing time for Neural Network: 0.0009629726409912109 seconds RMSE for Neural Network: 0.8856431583282404 MAE for Neural Network: 0.7622099801133873 Training time for Neural Network: 0.3166320323944092 seconds Testing time for Neural Network: 0.0005609989166259766 seconds RMSE for Neural Network: 0.7035511654210488 MAE for Neural Network: 0.5604460124378182 Training time for Neural Network: 0.3226749897003174 seconds Testing time for Neural Network: 0.0005471706390380859 seconds RMSE for Neural Network: 424.0611803392832 MAE for Neural Network: 338.77555745859905 Training time for Neural Network: 0.30458617210388184 seconds Testing time for Neural Network: 0.0020971298217773438 seconds RMSE for Neural Network: 0.510898369152133 MAE for Neural Network: 0.41062741572984435 Training time for Neural Network: 0.35988807678222656 seconds Testing time for Neural Network: 0.0005750656127929688 seconds RMSE for Neural Network: 422.21047112528305 MAE for Neural Network: 336.45605298236507 Training time for Neural Network: 0.33045482635498047 seconds Testing time for Neural Network: 0.0034203529357910156 seconds RMSE for Neural Network: 0.29799583578017486 MAE for Neural Network: 0.23692654498026147 Training time for Neural Network: 0.395550012588501 seconds Testing time for Neural Network: 0.0006079673767089844 seconds RMSE for Neural Network: 424.2688507271009 MAE for Neural Network: 339.0354721233953 Training time for Neural Network: 0.3466067314147949 seconds Testing time for Neural Network: 0.0005440711975097656 seconds RMSE for Neural Network: 0.7200814213922525 MAE for Neural Network: 0.5702445266859825 Training time for Neural Network: 0.44871997833251953 seconds Testing time for Neural Network: 0.001943826675415039 seconds RMSE for Neural Network: 423.503133679746 MAE for Neural Network: 338.07676332040813 Training time for Neural Network: 0.5711538791656494 seconds Testing time for Neural Network: 0.0006170272827148438 seconds RMSE for Neural Network: 0.2781485409738147 MAE for Neural Network: 0.22038164486967446 Training time for Neural Network: 0.3537726402282715 seconds Testing time for Neural Network: 0.0005631446838378906 seconds RMSE for Neural Network: 424.18901167826033 MAE for Neural Network: 338.9355562481131 Training time for Neural Network: 0.42827320098876953 seconds Testing time for Neural Network: 0.0005772113800048828 seconds RMSE for Neural Network: 0.4398771312348579 MAE for Neural Network: 0.36481923886441403 Training time for Neural Network: 0.36194682121276855 seconds Testing time for Neural Network: 0.0006160736083984375 seconds RMSE for Neural Network: 423.9626266967615 MAE for Neural Network: 338.65218513432933 Training time for Neural Network: 0.37029504776000977 seconds Testing time for Neural Network: 0.0005800724029541016 seconds RMSE for Neural Network: 424.07797379742817 MAE for Neural Network: 338.79657837819235 Training time for Neural Network: 0.3665289878845215 seconds Testing time for Neural Network: 0.0005998611450195312 seconds RMSE for Neural Network: 1.1708947935628866 MAE for Neural Network: 0.985504682890407 Training time for Neural Network: 0.4823188781738281 seconds Testing time for Neural Network: 0.0006058216094970703 seconds RMSE for Neural Network: 0.3486252576496297 MAE for Neural Network: 0.28336065177154796 Training time for Neural Network: 0.37288379669189453 seconds Testing time for Neural Network: 0.0005869865417480469 seconds RMSE for Neural Network: 424.2286199512685 MAE for Neural Network: 338.9851259958117 Training time for Neural Network: 0.3357679843902588 seconds Testing time for Neural Network: 0.0005629062652587891 seconds RMSE for Neural Network: 0.3692134738574743 MAE for Neural Network: 0.30778777315804734 Training time for Neural Network: 0.1622941493988037 seconds Testing time for Neural Network: 0.00047898292541503906 seconds RMSE for Neural Network: 1.423944732444568 MAE for Neural Network: 1.157371253389903 Training time for Neural Network: 0.15091872215270996 seconds Testing time for Neural Network: 0.0004990100860595703 seconds RMSE for Neural Network: 0.9260078480863758 MAE for Neural Network: 0.7451168516643486 Training time for Neural Network: 0.3299980163574219 seconds Testing time for Neural Network: 0.0005710124969482422 seconds RMSE for Neural Network: 0.7349647268168986 MAE for Neural Network: 0.5923878809851512 Training time for Neural Network: 0.43927788734436035 seconds Testing time for Neural Network: 0.0005888938903808594 seconds RMSE for Neural Network: 3.8059404534117283 MAE for Neural Network: 3.143666441948248 Training time for Neural Network: 0.46157383918762207 seconds Testing time for Neural Network: 0.0006210803985595703 seconds RMSE for Neural Network: 423.06262695502045 MAE for Neural Network: 337.52478425549924 Training time for Neural Network: 0.3022928237915039 seconds Testing time for Neural Network: 0.0017092227935791016 seconds RMSE for Neural Network: 424.054861507688 MAE for Neural Network: 338.7676478487032 Training time for Neural Network: 0.36162900924682617 seconds Testing time for Neural Network: 0.0005650520324707031 seconds RMSE for Neural Network: 423.4517512021504 MAE for Neural Network: 338.0123951230286 Training time for Neural Network: 0.4074423313140869 seconds Testing time for Neural Network: 0.0006718635559082031 seconds RMSE for Neural Network: 1.4637259030175611 MAE for Neural Network: 1.1383959944152706 Training time for Neural Network: 0.7278378009796143 seconds Testing time for Neural Network: 0.0006382465362548828 seconds RMSE for Neural Network: 422.4564067608055 MAE for Neural Network: 336.7646199853685 Training time for Neural Network: 0.3296701908111572 seconds Testing time for Neural Network: 0.0010859966278076172 seconds RMSE for Neural Network: 423.66034006068224 MAE for Neural Network: 338.2736723438161 Training time for Neural Network: 0.1562817096710205 seconds Testing time for Neural Network: 0.00048732757568359375 seconds RMSE for Neural Network: 424.3892674849337 MAE for Neural Network: 339.1861495064872 Training time for Neural Network: 0.1528937816619873 seconds Testing time for Neural Network: 0.0005161762237548828 seconds RMSE for Neural Network: 423.62258064094453 MAE for Neural Network: 338.22638053459406 Training time for Neural Network: 0.41535496711730957 seconds Testing time for Neural Network: 0.0019252300262451172 seconds RMSE for Neural Network: 421.82677587582583 MAE for Neural Network: 335.97443728122045 Training time for Neural Network: 0.3097701072692871 seconds Testing time for Neural Network: 0.0017271041870117188 seconds RMSE for Neural Network: 1.3203419520689212 MAE for Neural Network: 1.0474193291040372 Training time for Neural Network: 0.49797582626342773 seconds Testing time for Neural Network: 0.0006320476531982422 seconds RMSE for Neural Network: 422.02763767369186 MAE for Neural Network: 336.22659118677007 Training time for Neural Network: 0.46408915519714355 seconds Testing time for Neural Network: 0.0035309791564941406 seconds RMSE for Neural Network: 422.96564398131903 MAE for Neural Network: 337.40321523241363 Training time for Neural Network: 0.36832714080810547 seconds Testing time for Neural Network: 0.0005860328674316406 seconds RMSE for Neural Network: 0.4555816897585342 MAE for Neural Network: 0.36862363877437837 Training time for Neural Network: 0.30965685844421387 seconds Testing time for Neural Network: 0.0005781650543212891 seconds RMSE for Neural Network: 421.7826948505883 MAE for Neural Network: 335.91909046087727 Training time for Neural Network: 0.3017442226409912 seconds Testing time for Neural Network: 0.0005519390106201172 seconds RMSE for Neural Network: 421.8481739189097 MAE for Neural Network: 336.0013028238986 Training time for Neural Network: 0.32262277603149414 seconds Testing time for Neural Network: 0.001955270767211914 seconds RMSE for Neural Network: 422.06828620789855 MAE for Neural Network: 336.2776113319337 Training time for Neural Network: 0.18776893615722656 seconds Testing time for Neural Network: 0.0009758472442626953 seconds RMSE for Neural Network: 424.09866158405293 MAE for Neural Network: 338.8224733072227 Training time for Neural Network: 0.8297679424285889 seconds Testing time for Neural Network: 0.0005922317504882812 seconds RMSE for Neural Network: 421.99868553117676 MAE for Neural Network: 336.19025008271666 Training time for Neural Network: 0.44521188735961914 seconds Testing time for Neural Network: 0.0006082057952880859 seconds RMSE for Neural Network: 2.42313220135589 MAE for Neural Network: 2.0184331997431344 Training time for Neural Network: 0.10933995246887207 seconds Testing time for Neural Network: 0.0004420280456542969 seconds RMSE for Neural Network: 1.041640403843954 MAE for Neural Network: 0.8133328915284201 Training time for Neural Network: 0.16749000549316406 seconds Testing time for Neural Network: 0.0005159378051757812 seconds RMSE for Neural Network: 422.0864621104873 MAE for Neural Network: 336.30042396284057 Training time for Neural Network: 0.3058319091796875 seconds Testing time for Neural Network: 0.0027971267700195312 seconds RMSE for Neural Network: 18.139010344873082 MAE for Neural Network: 15.083378791051377 Training time for Neural Network: 0.3685939311981201 seconds Testing time for Neural Network: 0.0015301704406738281 seconds RMSE for Neural Network: 0.5407592275392631 MAE for Neural Network: 0.41130714385835987 Training time for Neural Network: 0.39078593254089355 seconds Testing time for Neural Network: 0.0005891323089599609 seconds RMSE for Neural Network: 3.85206439860617 MAE for Neural Network: 3.178691461274649 Training time for Neural Network: 0.3276808261871338 seconds Testing time for Neural Network: 0.0006480216979980469 seconds RMSE for Neural Network: 4.975108638737208 MAE for Neural Network: 3.7656192183668384 Training time for Neural Network: 0.17406010627746582 seconds Testing time for Neural Network: 0.0004711151123046875 seconds RMSE for Neural Network: 17.205909641545546 MAE for Neural Network: 14.301737942751663 Training time for Neural Network: 0.3446929454803467 seconds Testing time for Neural Network: 0.0016410350799560547 seconds RMSE for Neural Network: 422.2521733859529 MAE for Neural Network: 336.5083826441763 Training time for Neural Network: 0.4294259548187256 seconds Testing time for Neural Network: 0.0005829334259033203 seconds RMSE for Neural Network: 423.01534419589893 MAE for Neural Network: 337.46551688404156 Training time for Neural Network: 0.34539008140563965 seconds Testing time for Neural Network: 0.0005619525909423828 seconds RMSE for Neural Network: 424.3238319237483 MAE for Neural Network: 339.10427304752733 Training time for Neural Network: 0.2958719730377197 seconds Testing time for Neural Network: 0.0012559890747070312 seconds RMSE for Neural Network: 0.4427652891951275 MAE for Neural Network: 0.33155785185159103 Training time for Neural Network: 0.3005409240722656 seconds Testing time for Neural Network: 0.0005590915679931641 seconds RMSE for Neural Network: 0.5494608153771369 MAE for Neural Network: 0.4244205268367976 Training time for Neural Network: 0.416348934173584 seconds Testing time for Neural Network: 0.0006191730499267578 seconds RMSE for Neural Network: 422.6345743069197 MAE for Neural Network: 336.98809631829687 Training time for Neural Network: 0.4648876190185547 seconds Testing time for Neural Network: 0.0006351470947265625 seconds RMSE for Neural Network: 423.1634608106087 MAE for Neural Network: 337.6511635191711 Training time for Neural Network: 0.187180757522583 seconds Testing time for Neural Network: 0.0016438961029052734 seconds RMSE for Neural Network: 423.2879888049947 MAE for Neural Network: 337.8072159193996 Training time for Neural Network: 0.3877840042114258 seconds Testing time for Neural Network: 0.001455068588256836 seconds RMSE for Neural Network: 423.57807209066175 MAE for Neural Network: 338.1706326940297 Training time for Neural Network: 0.17718791961669922 seconds Testing time for Neural Network: 0.0004987716674804688 seconds RMSE for Neural Network: 423.0081746460756 MAE for Neural Network: 337.45652976056533 Training time for Neural Network: 0.4274919033050537 seconds Testing time for Neural Network: 0.000576019287109375 seconds RMSE for Neural Network: 0.6775548274823687 MAE for Neural Network: 0.5399536963950636 Training time for Neural Network: 0.3568098545074463 seconds Testing time for Neural Network: 0.0005421638488769531 seconds RMSE for Neural Network: 0.9437304548232509 MAE for Neural Network: 0.7814157438090661 Training time for Neural Network: 0.43621182441711426 seconds Testing time for Neural Network: 0.0005919933319091797 seconds RMSE for Neural Network: 423.7467582693297 MAE for Neural Network: 338.38189786748967 Training time for Neural Network: 0.3695967197418213 seconds Testing time for Neural Network: 0.0005710124969482422 seconds RMSE for Neural Network: 0.45531486319466113 MAE for Neural Network: 0.3640458803527835 Training time for Neural Network: 0.36811399459838867 seconds Testing time for Neural Network: 0.0005929470062255859 seconds RMSE for Neural Network: 16.305655543521976 MAE for Neural Network: 13.593737302473388 Training time for Neural Network: 0.4532139301300049 seconds Testing time for Neural Network: 0.0006339550018310547 seconds RMSE for Neural Network: 423.49199300991245 MAE for Neural Network: 338.06280748426957 Training time for Neural Network: 0.3221549987792969 seconds Testing time for Neural Network: 0.0005538463592529297 seconds RMSE for Neural Network: 423.86277094222186 MAE for Neural Network: 338.5271661941726 Training time for Neural Network: 0.47737598419189453 seconds Testing time for Neural Network: 0.0006458759307861328 seconds RMSE for Neural Network: 0.2843501400595415 MAE for Neural Network: 0.2127849790956854 Training time for Neural Network: 0.32222509384155273 seconds Testing time for Neural Network: 0.000576019287109375 seconds RMSE for Neural Network: 423.1487168701263 MAE for Neural Network: 337.63268539860417 Training time for Neural Network: 0.3830070495605469 seconds Testing time for Neural Network: 0.0005719661712646484 seconds RMSE for Neural Network: 423.5826008462377 MAE for Neural Network: 338.1763052023333 Training time for Neural Network: 0.34190821647644043 seconds Testing time for Neural Network: 0.0006029605865478516 seconds RMSE for Neural Network: 0.29762309225008404 MAE for Neural Network: 0.24109817503490005 Training time for Neural Network: 0.3132438659667969 seconds Testing time for Neural Network: 0.0005581378936767578 seconds RMSE for Neural Network: 423.98766326311153 MAE for Neural Network: 338.6835281792608 Training time for Neural Network: 0.39569592475891113 seconds Testing time for Neural Network: 0.0006000995635986328 seconds RMSE for Neural Network: 422.51070524086595 MAE for Neural Network: 336.8327325302166 Training time for Neural Network: 0.17294096946716309 seconds Testing time for Neural Network: 0.00045013427734375 seconds RMSE for Neural Network: 0.7769141711355564 MAE for Neural Network: 0.622644679543967 Training time for Neural Network: 0.40770912170410156 seconds Testing time for Neural Network: 0.0006008148193359375 seconds RMSE for Neural Network: 0.43157788682182613 MAE for Neural Network: 0.3540833605196505 Training time for Neural Network: 0.3884599208831787 seconds Testing time for Neural Network: 0.0019328594207763672 seconds RMSE for Neural Network: 0.26442210869827915 MAE for Neural Network: 0.2162866665985665 Training time for Neural Network: 0.2828071117401123 seconds Testing time for Neural Network: 0.0005259513854980469 seconds RMSE for Neural Network: 423.8373664780223 MAE for Neural Network: 338.49535725569984 Training time for Neural Network: 0.34519004821777344 seconds Testing time for Neural Network: 0.0007319450378417969 seconds RMSE for Neural Network: 0.14262860816148 MAE for Neural Network: 0.12351571242571119 Training time for Neural Network: 0.29055094718933105 seconds Testing time for Neural Network: 0.0013740062713623047 seconds RMSE for Neural Network: 1.236495905584756 MAE for Neural Network: 1.007727943183096 Training time for Neural Network: 0.4367179870605469 seconds Testing time for Neural Network: 0.0006101131439208984 seconds RMSE for Neural Network: 422.06010284445085 MAE for Neural Network: 336.2673401829368 Training time for Neural Network: 0.35631799697875977 seconds Testing time for Neural Network: 0.0006160736083984375 seconds RMSE for Neural Network: 0.16219307851258682 MAE for Neural Network: 0.1327483019162111 Training time for Neural Network: 0.3318440914154053 seconds Testing time for Neural Network: 0.0005929470062255859 seconds RMSE for Neural Network: 423.74309279739674 MAE for Neural Network: 338.3773076820337 Training time for Neural Network: 0.25545215606689453 seconds Testing time for Neural Network: 0.0005419254302978516 seconds RMSE for Neural Network: 8.307563161343014 MAE for Neural Network: 6.997410216312029 Training time for Neural Network: 0.283397912979126 seconds Testing time for Neural Network: 0.0005502700805664062 seconds RMSE for Neural Network: 424.18764815546837 MAE for Neural Network: 338.9338497528772 Training time for Neural Network: 0.27225613594055176 seconds Testing time for Neural Network: 0.0005428791046142578 seconds RMSE for Neural Network: 424.2168256774447 MAE for Neural Network: 338.9703657379006 Training time for Neural Network: 0.2664952278137207 seconds Testing time for Neural Network: 0.0005908012390136719 seconds RMSE for Neural Network: 422.600793702236 MAE for Neural Network: 336.94572930725553 Training time for Neural Network: 0.1619722843170166 seconds Testing time for Neural Network: 0.00048279762268066406 seconds RMSE for Neural Network: 19.047451839395723 MAE for Neural Network: 15.977158044412949 Training time for Neural Network: 0.9077041149139404 seconds Testing time for Neural Network: 0.0007138252258300781 seconds RMSE for Neural Network: 0.44169984505811427 MAE for Neural Network: 0.3478347051002652 Training time for Neural Network: 0.10135793685913086 seconds Testing time for Neural Network: 0.0011677742004394531 seconds RMSE for Neural Network: 422.1518566175401 MAE for Neural Network: 336.3824961353885 Training time for Neural Network: 0.34986376762390137 seconds Testing time for Neural Network: 0.0005640983581542969 seconds RMSE for Neural Network: 423.15441581719654 MAE for Neural Network: 337.63982775471175 Training time for Neural Network: 0.34163522720336914 seconds Testing time for Neural Network: 0.0005970001220703125 seconds RMSE for Neural Network: 0.4556492317423659 MAE for Neural Network: 0.34847089919300084 Training time for Neural Network: 0.312971830368042 seconds Testing time for Neural Network: 0.0009143352508544922 seconds RMSE for Neural Network: 0.23739492308196167 MAE for Neural Network: 0.19043103693761218 Training time for Neural Network: 0.37003183364868164 seconds Testing time for Neural Network: 0.0005769729614257812 seconds RMSE for Neural Network: 421.98748557831 MAE for Neural Network: 336.1761913719394 Training time for Neural Network: 0.3804149627685547 seconds Testing time for Neural Network: 0.0005652904510498047 seconds RMSE for Neural Network: 423.56859908367767 MAE for Neural Network: 338.15876713512523 Training time for Neural Network: 0.262052059173584 seconds Testing time for Neural Network: 0.0010008811950683594 seconds RMSE for Neural Network: 423.74782952626543 MAE for Neural Network: 338.38323937343506 Training time for Neural Network: 0.42549610137939453 seconds Testing time for Neural Network: 0.0006039142608642578 seconds RMSE for Neural Network: 0.31903012109665907 MAE for Neural Network: 0.24162726332336476 Training time for Neural Network: 0.26250314712524414 seconds Testing time for Neural Network: 0.0006515979766845703 seconds RMSE for Neural Network: 423.6893534625528 MAE for Neural Network: 338.3100085692921 Training time for Neural Network: 0.37714600563049316 seconds Testing time for Neural Network: 0.0006232261657714844 seconds RMSE for Neural Network: 0.40630071675881807 MAE for Neural Network: 0.3327667377477607 Training time for Neural Network: 0.33801698684692383 seconds Testing time for Neural Network: 0.0005550384521484375 seconds RMSE for Neural Network: 423.64723910516074 MAE for Neural Network: 338.25726431528966 Training time for Neural Network: 0.2893850803375244 seconds Testing time for Neural Network: 0.0005688667297363281 seconds RMSE for Neural Network: 6.632016967684764 MAE for Neural Network: 5.352534741181919 Training time for Neural Network: 0.27548694610595703 seconds Testing time for Neural Network: 0.0005660057067871094 seconds RMSE for Neural Network: 423.3294663462105 MAE for Neural Network: 337.8591877359647 Training time for Neural Network: 0.3238677978515625 seconds Testing time for Neural Network: 0.0005772113800048828 seconds RMSE for Neural Network: 422.7274572910337 MAE for Neural Network: 337.1045784447035 Training time for Neural Network: 0.14864897727966309 seconds Testing time for Neural Network: 0.002148151397705078 seconds RMSE for Neural Network: 423.59145910222526 MAE for Neural Network: 338.18740054146116 Training time for Neural Network: 0.4289968013763428 seconds Testing time for Neural Network: 0.0006160736083984375 seconds RMSE for Neural Network: 423.6431036311905 MAE for Neural Network: 338.25208486409383 Training time for Neural Network: 0.34214305877685547 seconds Testing time for Neural Network: 0.0005698204040527344 seconds RMSE for Neural Network: 0.1841233434384274 MAE for Neural Network: 0.1338980177471948 Training time for Neural Network: 0.16047096252441406 seconds Testing time for Neural Network: 0.0013120174407958984 seconds RMSE for Neural Network: 1.807031406854988 MAE for Neural Network: 1.4327694414028929 Training time for Neural Network: 0.14464378356933594 seconds Testing time for Neural Network: 0.000514984130859375 seconds RMSE for Neural Network: 422.80192664219527 MAE for Neural Network: 337.19795793122887 Training time for Neural Network: 0.40434908866882324 seconds Testing time for Neural Network: 0.0006000995635986328 seconds RMSE for Neural Network: 424.20822255876567 MAE for Neural Network: 338.95959898947507 Training time for Neural Network: 0.17432880401611328 seconds Testing time for Neural Network: 0.0004570484161376953 seconds RMSE for Neural Network: 29.144699701032255 MAE for Neural Network: 23.729305844464907 Training time for Neural Network: 0.28966808319091797 seconds Testing time for Neural Network: 0.0005629062652587891 seconds RMSE for Neural Network: 422.0324821377562 MAE for Neural Network: 336.2326718806398 Training time for Neural Network: 0.3430330753326416 seconds Testing time for Neural Network: 0.0006539821624755859 seconds RMSE for Neural Network: 423.08029507783715 MAE for Neural Network: 337.54692969095163 Training time for Neural Network: 0.33241820335388184 seconds Testing time for Neural Network: 0.0005669593811035156 seconds RMSE for Neural Network: 0.20889678169533754 MAE for Neural Network: 0.16174679374136386 Training time for Neural Network: 0.4086310863494873 seconds Testing time for Neural Network: 0.0014986991882324219 seconds RMSE for Neural Network: 423.5815974484449 MAE for Neural Network: 338.17504839596745 Training time for Neural Network: 0.15797185897827148 seconds Testing time for Neural Network: 0.0005059242248535156 seconds RMSE for Neural Network: 0.34514902209500137 MAE for Neural Network: 0.27547127457548415 Training time for Neural Network: 0.304279088973999 seconds Testing time for Neural Network: 0.0005609989166259766 seconds RMSE for Neural Network: 0.3309097149662161 MAE for Neural Network: 0.2507263777787421 Training time for Neural Network: 0.34758901596069336 seconds Testing time for Neural Network: 0.0005619525909423828 seconds RMSE for Neural Network: 422.65293247945834 MAE for Neural Network: 337.01111998586055 Training time for Neural Network: 0.14975500106811523 seconds Testing time for Neural Network: 0.0012149810791015625 seconds RMSE for Neural Network: 422.8752278046777 MAE for Neural Network: 337.2898633986746 Training time for Neural Network: 0.7001438140869141 seconds Testing time for Neural Network: 0.0018270015716552734 seconds RMSE for Neural Network: 0.18343379812916683 MAE for Neural Network: 0.14899949933702333 Training time for Neural Network: 0.3261418342590332 seconds Testing time for Neural Network: 0.0005869865417480469 seconds RMSE for Neural Network: 422.407486682973 MAE for Neural Network: 336.7032498602657 Training time for Neural Network: 0.3990356922149658 seconds Testing time for Neural Network: 0.0006191730499267578 seconds RMSE for Neural Network: 0.16353542711794014 MAE for Neural Network: 0.12478951473417123 Training time for Neural Network: 0.3834869861602783 seconds Testing time for Neural Network: 0.0005908012390136719 seconds RMSE for Neural Network: 423.43486827577453 MAE for Neural Network: 337.9912444610971 Training time for Neural Network: 0.29357290267944336 seconds Testing time for Neural Network: 0.0027933120727539062 seconds RMSE for Neural Network: 422.51493171819845 MAE for Neural Network: 336.8380340541614 Training time for Neural Network: 0.2962980270385742 seconds Testing time for Neural Network: 0.0005612373352050781 seconds RMSE for Neural Network: 422.02302234040127 MAE for Neural Network: 336.2207980568206 Training time for Neural Network: 0.1284780502319336 seconds Testing time for Neural Network: 0.0004050731658935547 seconds RMSE for Neural Network: 422.7590768188536 MAE for Neural Network: 337.1442283257536 Training time for Neural Network: 0.3764798641204834 seconds Testing time for Neural Network: 0.0005819797515869141 seconds RMSE for Neural Network: 424.07511514006177 MAE for Neural Network: 338.793000136802 Training time for Neural Network: 0.34961366653442383 seconds Testing time for Neural Network: 0.0005691051483154297 seconds RMSE for Neural Network: 421.71278769698307 MAE for Neural Network: 335.83131028508825 Training time for Neural Network: 0.3870699405670166 seconds Testing time for Neural Network: 0.0005979537963867188 seconds RMSE for Neural Network: 422.7237082093715 MAE for Neural Network: 337.09987710309304 Training time for Neural Network: 0.2727348804473877 seconds Testing time for Neural Network: 0.0005681514739990234 seconds RMSE for Neural Network: 0.3072923458070294 MAE for Neural Network: 0.2449285238107107 Training time for Neural Network: 0.37041497230529785 seconds Testing time for Neural Network: 0.0012049674987792969 seconds RMSE for Neural Network: 2.0797736693397515 MAE for Neural Network: 1.6641901835025634 Training time for Neural Network: 0.9222278594970703 seconds Testing time for Neural Network: 0.0007348060607910156 seconds RMSE for Neural Network: 0.23057644447241327 MAE for Neural Network: 0.18796745989389954 Training time for Neural Network: 0.8049571514129639 seconds Testing time for Neural Network: 0.0006070137023925781 seconds RMSE for Neural Network: 0.6002291005514101 MAE for Neural Network: 0.4967088096683076 Training time for Neural Network: 0.6344969272613525 seconds Testing time for Neural Network: 0.0036199092864990234 seconds RMSE for Neural Network: 424.1367665913633 MAE for Neural Network: 338.87016752026904 Training time for Neural Network: 1.0081427097320557 seconds Testing time for Neural Network: 0.0006041526794433594 seconds RMSE for Neural Network: 423.5909161065108 MAE for Neural Network: 338.18672042023115 Training time for Neural Network: 0.478564977645874 seconds Testing time for Neural Network: 0.0010151863098144531 seconds RMSE for Neural Network: 0.3150171966510176 MAE for Neural Network: 0.25544685792426475 Training time for Neural Network: 0.16584300994873047 seconds Testing time for Neural Network: 0.0005197525024414062 seconds RMSE for Neural Network: 422.0789138591481 MAE for Neural Network: 336.2965874337475 Training time for Neural Network: 0.510671854019165 seconds Testing time for Neural Network: 0.0005772113800048828 seconds RMSE for Neural Network: 422.9100328500899 MAE for Neural Network: 337.3334989975094 Training time for Neural Network: 0.5302097797393799 seconds Testing time for Neural Network: 0.0005700588226318359 seconds RMSE for Neural Network: 423.8170106691949 MAE for Neural Network: 338.46986895913057 Training time for Neural Network: 0.45258402824401855 seconds Testing time for Neural Network: 0.0005807876586914062 seconds RMSE for Neural Network: 0.5240415602547757 MAE for Neural Network: 0.42469061013641946 Training time for Neural Network: 0.5205211639404297 seconds Testing time for Neural Network: 0.0005738735198974609 seconds RMSE for Neural Network: 422.9325140761493 MAE for Neural Network: 337.3616829508217 Training time for Neural Network: 0.8975191116333008 seconds Testing time for Neural Network: 0.002831697463989258 seconds RMSE for Neural Network: 422.0571482140588 MAE for Neural Network: 336.2636317225259 Training time for Neural Network: 0.445127010345459 seconds Testing time for Neural Network: 0.0005929470062255859 seconds RMSE for Neural Network: 422.069053887201 MAE for Neural Network: 336.27857486000426 Training time for Neural Network: 0.5050041675567627 seconds Testing time for Neural Network: 0.00060272216796875 seconds RMSE for Neural Network: 0.35894321331619783 MAE for Neural Network: 0.25860051108439513 Training time for Neural Network: 0.17121219635009766 seconds Testing time for Neural Network: 0.0005087852478027344 seconds RMSE for Neural Network: 23.464523234402915 MAE for Neural Network: 19.576211706230144 Training time for Neural Network: 0.5473787784576416 seconds Testing time for Neural Network: 0.0015048980712890625 seconds RMSE for Neural Network: 422.46499547014173 MAE for Neural Network: 336.7753940807217 Training time for Neural Network: 0.6270389556884766 seconds Testing time for Neural Network: 0.0006380081176757812 seconds RMSE for Neural Network: 422.81621046312017 MAE for Neural Network: 337.2158677924752 Training time for Neural Network: 0.631248950958252 seconds Testing time for Neural Network: 0.0006039142608642578 seconds RMSE for Neural Network: 423.07055189988347 MAE for Neural Network: 337.53471754104135 Training time for Neural Network: 0.10853290557861328 seconds Testing time for Neural Network: 0.0004858970642089844 seconds RMSE for Neural Network: 1.0441239483312956 MAE for Neural Network: 0.821846599163957 Training time for Neural Network: 0.5408248901367188 seconds Testing time for Neural Network: 0.0007259845733642578 seconds RMSE for Neural Network: 422.55815957678885 MAE for Neural Network: 336.8922556034221 Training time for Neural Network: 0.5639281272888184 seconds Testing time for Neural Network: 0.0007407665252685547 seconds RMSE for Neural Network: 423.70342017224317 MAE for Neural Network: 338.32762513027956 Training time for Neural Network: 0.6140060424804688 seconds Testing time for Neural Network: 0.0006380081176757812 seconds RMSE for Neural Network: 0.421585316912784 MAE for Neural Network: 0.33666607545424154 Training time for Neural Network: 0.39519786834716797 seconds Testing time for Neural Network: 0.0007271766662597656 seconds RMSE for Neural Network: 421.99968841830525 MAE for Neural Network: 336.19150894361576 Training time for Neural Network: 0.4113740921020508 seconds Testing time for Neural Network: 0.0005629062652587891 seconds RMSE for Neural Network: 0.6513935700032232 MAE for Neural Network: 0.49584005038726753 Training time for Neural Network: 0.4194822311401367 seconds Testing time for Neural Network: 0.0006048679351806641 seconds RMSE for Neural Network: 0.5435771112393467 MAE for Neural Network: 0.38143142224579435 Training time for Neural Network: 0.14346599578857422 seconds Testing time for Neural Network: 0.001188039779663086 seconds RMSE for Neural Network: 424.2754569889101 MAE for Neural Network: 339.04373916028453 Training time for Neural Network: 0.17072677612304688 seconds Testing time for Neural Network: 0.0005471706390380859 seconds RMSE for Neural Network: 422.8467953460096 MAE for Neural Network: 337.25421568162596 Training time for Neural Network: 0.705305814743042 seconds Testing time for Neural Network: 0.000637054443359375 seconds RMSE for Neural Network: 0.345105344040565 MAE for Neural Network: 0.2651029055633836 Training time for Neural Network: 0.40569186210632324 seconds Testing time for Neural Network: 0.0005950927734375 seconds RMSE for Neural Network: 0.2423342819454745 MAE for Neural Network: 0.18958052217691165 Training time for Neural Network: 0.8248188495635986 seconds Testing time for Neural Network: 0.0006811618804931641 seconds RMSE for Neural Network: 423.3011040426473 MAE for Neural Network: 337.8236497706498 Training time for Neural Network: 0.1665661334991455 seconds Testing time for Neural Network: 0.0005319118499755859 seconds RMSE for Neural Network: 423.34021742601766 MAE for Neural Network: 337.87265848385306 Training time for Neural Network: 0.4489889144897461 seconds Testing time for Neural Network: 0.0023632049560546875 seconds RMSE for Neural Network: 423.015295765192 MAE for Neural Network: 337.4654561758157 Training time for Neural Network: 0.5578029155731201 seconds Testing time for Neural Network: 0.0005970001220703125 seconds RMSE for Neural Network: 0.17990306015605903 MAE for Neural Network: 0.14406011350985673 Training time for Neural Network: 0.4718017578125 seconds Testing time for Neural Network: 0.0005900859832763672 seconds RMSE for Neural Network: 0.4537198481280142 MAE for Neural Network: 0.36148429290319295 Training time for Neural Network: 0.5466339588165283 seconds Testing time for Neural Network: 0.003776073455810547 seconds RMSE for Neural Network: 423.5814411905776 MAE for Neural Network: 338.1748526749517 Training time for Neural Network: 0.5654721260070801 seconds Testing time for Neural Network: 0.0006208419799804688 seconds RMSE for Neural Network: 0.4488481177329252 MAE for Neural Network: 0.36809189778471635 Training time for Neural Network: 0.41258907318115234 seconds Testing time for Neural Network: 0.0016090869903564453 seconds RMSE for Neural Network: 423.3167555238746 MAE for Neural Network: 337.8432612438766 Training time for Neural Network: 0.890606164932251 seconds Testing time for Neural Network: 0.0007586479187011719 seconds RMSE for Neural Network: 424.2479790714559 MAE for Neural Network: 339.0093529784289 Training time for Neural Network: 0.3651721477508545 seconds Testing time for Neural Network: 0.0013289451599121094 seconds RMSE for Neural Network: 421.94935645929485 MAE for Neural Network: 336.12832828705706 Training time for Neural Network: 0.32906413078308105 seconds Testing time for Neural Network: 0.0006151199340820312 seconds RMSE for Neural Network: 12.257053092545924 MAE for Neural Network: 10.160620234518683 Training time for Neural Network: 0.3540782928466797 seconds Testing time for Neural Network: 0.002051830291748047 seconds RMSE for Neural Network: 422.06383812781723 MAE for Neural Network: 336.27202844694483 Training time for Neural Network: 0.6124029159545898 seconds Testing time for Neural Network: 0.0006411075592041016 seconds RMSE for Neural Network: 423.49639239138105 MAE for Neural Network: 338.06831858243254 Training time for Neural Network: 0.14649701118469238 seconds Testing time for Neural Network: 0.0004181861877441406 seconds RMSE for Neural Network: 1.2280589267987734 MAE for Neural Network: 0.9676332842080759 Training time for Neural Network: 0.37012410163879395 seconds Testing time for Neural Network: 0.002585172653198242 seconds RMSE for Neural Network: 424.2039296766967 MAE for Neural Network: 338.95422642857017 Training time for Neural Network: 0.4254469871520996 seconds Testing time for Neural Network: 0.0005700588226318359 seconds RMSE for Neural Network: 422.8361475796807 MAE for Neural Network: 337.2408654962563 Training time for Neural Network: 0.49785709381103516 seconds Testing time for Neural Network: 0.0006539821624755859 seconds RMSE for Neural Network: 422.94195843518924 MAE for Neural Network: 337.3735227690992 Training time for Neural Network: 0.6358671188354492 seconds Testing time for Neural Network: 0.0006327629089355469 seconds RMSE for Neural Network: 421.87148657030355 MAE for Neural Network: 336.0305712902866 Training time for Neural Network: 0.1760880947113037 seconds Testing time for Neural Network: 0.0005209445953369141 seconds RMSE for Neural Network: 0.307819634689767 MAE for Neural Network: 0.2430029548163963 Training time for Neural Network: 0.5267481803894043 seconds Testing time for Neural Network: 0.0007307529449462891 seconds RMSE for Neural Network: 18.63775639884269 MAE for Neural Network: 15.39501865286319 Training time for Neural Network: 0.447951078414917 seconds Testing time for Neural Network: 0.0018551349639892578 seconds RMSE for Neural Network: 424.2506126355891 MAE for Neural Network: 339.0126487054888 Training time for Neural Network: 0.5305488109588623 seconds Testing time for Neural Network: 0.0006129741668701172 seconds RMSE for Neural Network: 0.2566968023308849 MAE for Neural Network: 0.2001175850371666 Training time for Neural Network: 0.5241050720214844 seconds Testing time for Neural Network: 0.0005848407745361328 seconds RMSE for Neural Network: 422.4727612526029 MAE for Neural Network: 336.78513574835415 Training time for Neural Network: 0.30973005294799805 seconds Testing time for Neural Network: 0.0015201568603515625 seconds RMSE for Neural Network: 424.3200525032306 MAE for Neural Network: 339.09954381712595 Training time for Neural Network: 0.9438438415527344 seconds Testing time for Neural Network: 0.00568389892578125 seconds RMSE for Neural Network: 421.8545627041102 MAE for Neural Network: 336.0093238809223 Training time for Neural Network: 0.5212810039520264 seconds Testing time for Neural Network: 0.003640890121459961 seconds RMSE for Neural Network: 0.38532366343838054 MAE for Neural Network: 0.28733709831849247 Training time for Neural Network: 0.9334127902984619 seconds Testing time for Neural Network: 0.0008220672607421875 seconds RMSE for Neural Network: 423.884864854427 MAE for Neural Network: 338.554829109399 Training time for Neural Network: 0.4002060890197754 seconds Testing time for Neural Network: 0.0007240772247314453 seconds RMSE for Neural Network: 0.23603020547716583 MAE for Neural Network: 0.17736676843172408 Training time for Neural Network: 0.9571089744567871 seconds Testing time for Neural Network: 0.0006618499755859375 seconds RMSE for Neural Network: 0.18096386590737557 MAE for Neural Network: 0.1440186029497495 Training time for Neural Network: 1.2442829608917236 seconds Testing time for Neural Network: 0.0008220672607421875 seconds RMSE for Neural Network: 0.07340302422767267 MAE for Neural Network: 0.057496829785630206 Training time for Neural Network: 0.5655112266540527 seconds Testing time for Neural Network: 0.0007097721099853516 seconds RMSE for Neural Network: 11.885757214248217 MAE for Neural Network: 9.977428121338448 Training time for Neural Network: 0.6385059356689453 seconds Testing time for Neural Network: 0.0025839805603027344 seconds RMSE for Neural Network: 0.8455748586127685 MAE for Neural Network: 0.694541724805365 Training time for Neural Network: 0.49790310859680176 seconds Testing time for Neural Network: 0.0006098747253417969 seconds RMSE for Neural Network: 0.7295439105053388 MAE for Neural Network: 0.5686130863923311 Training time for Neural Network: 0.15192890167236328 seconds Testing time for Neural Network: 0.0005338191986083984 seconds RMSE for Neural Network: 423.49033355916964 MAE for Neural Network: 338.0607286845002 Training time for Neural Network: 0.41649413108825684 seconds Testing time for Neural Network: 0.0005860328674316406 seconds RMSE for Neural Network: 422.6742172838012 MAE for Neural Network: 337.03781333422006 Training time for Neural Network: 0.3775031566619873 seconds Testing time for Neural Network: 0.0023589134216308594 seconds RMSE for Neural Network: 424.29733306976965 MAE for Neural Network: 339.07111423823403 Training time for Neural Network: 0.4402599334716797 seconds Testing time for Neural Network: 0.001135110855102539 seconds RMSE for Neural Network: 424.1179637305543 MAE for Neural Network: 338.8466331832003 Training time for Neural Network: 0.4034087657928467 seconds Testing time for Neural Network: 0.0005929470062255859 seconds RMSE for Neural Network: 0.2934682602461254 MAE for Neural Network: 0.2341037204124975 Training time for Neural Network: 0.6959922313690186 seconds Testing time for Neural Network: 0.006963014602661133 seconds RMSE for Neural Network: 422.8920932240484 MAE for Neural Network: 337.31100808016294 Training time for Neural Network: 0.7177731990814209 seconds Testing time for Neural Network: 0.0006508827209472656 seconds RMSE for Neural Network: 1.1213607443235152 MAE for Neural Network: 0.856495679695459 Training time for Neural Network: 0.5173740386962891 seconds Testing time for Neural Network: 0.002538919448852539 seconds RMSE for Neural Network: 421.6426189942846 MAE for Neural Network: 335.7431932489443 Training time for Neural Network: 0.3213181495666504 seconds Testing time for Neural Network: 0.0024671554565429688 seconds RMSE for Neural Network: 423.0749609988394 MAE for Neural Network: 337.54024394849284 Training time for Neural Network: 0.3250889778137207 seconds Testing time for Neural Network: 0.0005810260772705078 seconds RMSE for Neural Network: 0.549258007423239 MAE for Neural Network: 0.4534610935104623 Training time for Neural Network: 0.4045679569244385 seconds Testing time for Neural Network: 0.0006101131439208984 seconds RMSE for Neural Network: 0.2721292216890667 MAE for Neural Network: 0.2117035195284021 Training time for Neural Network: 0.35866689682006836 seconds Testing time for Neural Network: 0.0005791187286376953 seconds RMSE for Neural Network: 423.9069948661243 MAE for Neural Network: 338.58253640296755 Training time for Neural Network: 0.4203169345855713 seconds Testing time for Neural Network: 0.0006041526794433594 seconds RMSE for Neural Network: 0.39642771520535364 MAE for Neural Network: 0.3099621352749534 Training time for Neural Network: 0.3361971378326416 seconds Testing time for Neural Network: 0.0005860328674316406 seconds RMSE for Neural Network: 0.2509375920307545 MAE for Neural Network: 0.19934792767081802 Training time for Neural Network: 0.36017394065856934 seconds Testing time for Neural Network: 0.0005831718444824219 seconds RMSE for Neural Network: 423.1595296493188 MAE for Neural Network: 337.6462367533085 Training time for Neural Network: 0.36123204231262207 seconds Testing time for Neural Network: 0.0005698204040527344 seconds RMSE for Neural Network: 422.7668622874638 MAE for Neural Network: 337.15399079504596 Training time for Neural Network: 0.424771785736084 seconds Testing time for Neural Network: 0.002042055130004883 seconds RMSE for Neural Network: 423.1411729076136 MAE for Neural Network: 337.62323064367115 Training time for Neural Network: 0.4278872013092041 seconds Testing time for Neural Network: 0.0006537437438964844 seconds RMSE for Neural Network: 0.17643811346050634 MAE for Neural Network: 0.1346924767409568 Training time for Neural Network: 0.336536169052124 seconds Testing time for Neural Network: 0.0006020069122314453 seconds RMSE for Neural Network: 422.7486836918251 MAE for Neural Network: 337.1311958626927 Training time for Neural Network: 0.43589210510253906 seconds Testing time for Neural Network: 0.0006120204925537109 seconds RMSE for Neural Network: 424.169398016929 MAE for Neural Network: 338.91100878354837 Training time for Neural Network: 0.14319515228271484 seconds Testing time for Neural Network: 0.0018727779388427734 seconds RMSE for Neural Network: 423.449195335904 MAE for Neural Network: 338.0091932052486 Training time for Neural Network: 0.3335838317871094 seconds Testing time for Neural Network: 0.0018723011016845703 seconds RMSE for Neural Network: 1.999074651268682 MAE for Neural Network: 1.6668799492162703 Training time for Neural Network: 0.4779031276702881 seconds Testing time for Neural Network: 0.0006849765777587891 seconds RMSE for Neural Network: 0.09952201628609687 MAE for Neural Network: 0.08041289207192304 Training time for Neural Network: 0.3135809898376465 seconds Testing time for Neural Network: 0.0006070137023925781 seconds RMSE for Neural Network: 423.534976309987 MAE for Neural Network: 338.1166511997594 Training time for Neural Network: 0.28841280937194824 seconds Testing time for Neural Network: 0.0005440711975097656 seconds RMSE for Neural Network: 424.30837012556566 MAE for Neural Network: 339.08492537895654 Training time for Neural Network: 0.5020780563354492 seconds Testing time for Neural Network: 0.0035037994384765625 seconds RMSE for Neural Network: 0.27145480646332343 MAE for Neural Network: 0.20999084361643816 Training time for Neural Network: 0.16453313827514648 seconds Testing time for Neural Network: 0.0005097389221191406 seconds RMSE for Neural Network: 1.2488231050967127 MAE for Neural Network: 1.0692935915863568 Training time for Neural Network: 0.18545889854431152 seconds Testing time for Neural Network: 0.0005297660827636719 seconds RMSE for Neural Network: 423.05544762011306 MAE for Neural Network: 337.5157854407595 Training time for Neural Network: 0.1294851303100586 seconds Testing time for Neural Network: 0.0005028247833251953 seconds RMSE for Neural Network: 0.5802300248751998 MAE for Neural Network: 0.45248607804452107 Training time for Neural Network: 0.3534681797027588 seconds Testing time for Neural Network: 0.0005719661712646484 seconds RMSE for Neural Network: 424.18263842655847 MAE for Neural Network: 338.9275798797657 Training time for Neural Network: 0.3567841053009033 seconds Testing time for Neural Network: 0.0006771087646484375 seconds RMSE for Neural Network: 421.94707270346447 MAE for Neural Network: 336.1254614331698 Training time for Neural Network: 0.15655899047851562 seconds Testing time for Neural Network: 0.00049591064453125 seconds RMSE for Neural Network: 423.63272150190625 MAE for Neural Network: 338.2390816977692 Training time for Neural Network: 0.35077404975891113 seconds Testing time for Neural Network: 0.000579833984375 seconds RMSE for Neural Network: 423.2186162046875 MAE for Neural Network: 337.7202847962336 Training time for Neural Network: 0.46428704261779785 seconds Testing time for Neural Network: 0.0018391609191894531 seconds RMSE for Neural Network: 423.897858674229 MAE for Neural Network: 338.57109777598436 Training time for Neural Network: 0.14404082298278809 seconds Testing time for Neural Network: 0.0006058216094970703 seconds RMSE for Neural Network: 423.87721767076437 MAE for Neural Network: 338.5452544652591 Training time for Neural Network: 0.6950728893280029 seconds Testing time for Neural Network: 0.0005900859832763672 seconds RMSE for Neural Network: 0.7702549384944092 MAE for Neural Network: 0.6240629485797278 Training time for Neural Network: 0.6971912384033203 seconds Testing time for Neural Network: 0.0010428428649902344 seconds RMSE for Neural Network: 0.20313448505684942 MAE for Neural Network: 0.13211061781120223 Training time for Neural Network: 0.4942610263824463 seconds Testing time for Neural Network: 0.0006289482116699219 seconds RMSE for Neural Network: 422.1733079218715 MAE for Neural Network: 336.4094166077013 Training time for Neural Network: 0.4465470314025879 seconds Testing time for Neural Network: 0.0005810260772705078 seconds RMSE for Neural Network: 422.05725330124284 MAE for Neural Network: 336.26376362139877 Training time for Neural Network: 0.6537110805511475 seconds Testing time for Neural Network: 0.0006110668182373047 seconds RMSE for Neural Network: 423.1149935300185 MAE for Neural Network: 337.5904196071715 Training time for Neural Network: 0.7088577747344971 seconds Testing time for Neural Network: 0.0009582042694091797 seconds RMSE for Neural Network: 422.1117827752345 MAE for Neural Network: 336.33220306465637 Training time for Neural Network: 0.5008800029754639 seconds Testing time for Neural Network: 0.0045108795166015625 seconds RMSE for Neural Network: 422.9958006787325 MAE for Neural Network: 337.4410186276715 Training time for Neural Network: 0.6166410446166992 seconds Testing time for Neural Network: 0.0007030963897705078 seconds RMSE for Neural Network: 422.06880790026804 MAE for Neural Network: 336.2782661174996 Training time for Neural Network: 0.6393709182739258 seconds Testing time for Neural Network: 0.009097814559936523 seconds RMSE for Neural Network: 0.3475647221013925 MAE for Neural Network: 0.2803180370154115 Training time for Neural Network: 0.9418518543243408 seconds Testing time for Neural Network: 0.0005853176116943359 seconds RMSE for Neural Network: 0.25410630067092166 MAE for Neural Network: 0.20668172177921118 Training time for Neural Network: 0.46015286445617676 seconds Testing time for Neural Network: 0.0037729740142822266 seconds RMSE for Neural Network: 423.06523698155917 MAE for Neural Network: 337.5280557270778 Training time for Neural Network: 0.4773697853088379 seconds Testing time for Neural Network: 0.0018491744995117188 seconds RMSE for Neural Network: 0.5632960923441591 MAE for Neural Network: 0.44519519437523913 Training time for Neural Network: 0.4235250949859619 seconds Testing time for Neural Network: 0.002460956573486328 seconds RMSE for Neural Network: 423.5085614691374 MAE for Neural Network: 338.08356259702515 Training time for Neural Network: 0.42421674728393555 seconds Testing time for Neural Network: 0.0005929470062255859 seconds RMSE for Neural Network: 423.6749099272751 MAE for Neural Network: 338.29191974169765 Training time for Neural Network: 0.4939432144165039 seconds Testing time for Neural Network: 0.0007617473602294922 seconds RMSE for Neural Network: 421.7467329726783 MAE for Neural Network: 335.87393532956094 Training time for Neural Network: 0.5422348976135254 seconds Testing time for Neural Network: 0.004770040512084961 seconds RMSE for Neural Network: 0.39889630267684734 MAE for Neural Network: 0.31129319953116436 Training time for Neural Network: 0.44405508041381836 seconds Testing time for Neural Network: 0.0005848407745361328 seconds RMSE for Neural Network: 421.8731515735674 MAE for Neural Network: 336.0326616257007 Training time for Neural Network: 0.5025498867034912 seconds Testing time for Neural Network: 0.0006852149963378906 seconds RMSE for Neural Network: 422.2458439694063 MAE for Neural Network: 336.5004404307292 Training time for Neural Network: 0.48098301887512207 seconds Testing time for Neural Network: 0.002447843551635742 seconds RMSE for Neural Network: 422.24970051578833 MAE for Neural Network: 336.50527967078233 Training time for Neural Network: 0.8132400512695312 seconds Testing time for Neural Network: 0.0016238689422607422 seconds RMSE for Neural Network: 422.6816292995578 MAE for Neural Network: 337.04710858864723 Training time for Neural Network: 0.3760693073272705 seconds Testing time for Neural Network: 0.0006086826324462891 seconds RMSE for Neural Network: 0.7995724203593738 MAE for Neural Network: 0.6338609205010858 Training time for Neural Network: 0.48320794105529785 seconds Testing time for Neural Network: 0.0008900165557861328 seconds RMSE for Neural Network: 0.2966805464571483 MAE for Neural Network: 0.23369302641734507 Training time for Neural Network: 0.3798699378967285 seconds Testing time for Neural Network: 0.0005979537963867188 seconds RMSE for Neural Network: 423.70408589044683 MAE for Neural Network: 338.3284588397756 Training time for Neural Network: 0.3260002136230469 seconds Testing time for Neural Network: 0.0005838871002197266 seconds RMSE for Neural Network: 0.2294191949997007 MAE for Neural Network: 0.18686521890813412 Training time for Neural Network: 0.3776390552520752 seconds Testing time for Neural Network: 0.0006821155548095703 seconds RMSE for Neural Network: 0.3296915936428156 MAE for Neural Network: 0.25907464837755523 Training time for Neural Network: 0.380997896194458 seconds Testing time for Neural Network: 0.0006079673767089844 seconds RMSE for Neural Network: 423.0906760452889 MAE for Neural Network: 337.55994107283834 Training time for Neural Network: 0.41521477699279785 seconds Testing time for Neural Network: 0.0005881786346435547 seconds RMSE for Neural Network: 423.1527386481339 MAE for Neural Network: 337.63772580393675 Training time for Neural Network: 0.3974478244781494 seconds Testing time for Neural Network: 0.0018000602722167969 seconds RMSE for Neural Network: 422.6270376241675 MAE for Neural Network: 336.9786441180183 Training time for Neural Network: 0.1475071907043457 seconds Testing time for Neural Network: 0.0005209445953369141 seconds RMSE for Neural Network: 421.90448208386744 MAE for Neural Network: 336.0719947616804 Training time for Neural Network: 0.45535802841186523 seconds Testing time for Neural Network: 0.0006849765777587891 seconds RMSE for Neural Network: 421.92969620813795 MAE for Neural Network: 336.1036480059836 Training time for Neural Network: 0.3520228862762451 seconds Testing time for Neural Network: 0.002318859100341797 seconds RMSE for Neural Network: 0.38704388140885465 MAE for Neural Network: 0.2930517413558895 Training time for Neural Network: 0.3308827877044678 seconds Testing time for Neural Network: 0.0007500648498535156 seconds RMSE for Neural Network: 423.146563366654 MAE for Neural Network: 337.6299864491427 Training time for Neural Network: 0.409527063369751 seconds Testing time for Neural Network: 0.0006198883056640625 seconds RMSE for Neural Network: 421.84808544016244 MAE for Neural Network: 336.0011917392096 Training time for Neural Network: 0.35861682891845703 seconds Testing time for Neural Network: 0.00072479248046875 seconds RMSE for Neural Network: 424.16068832264557 MAE for Neural Network: 338.90010796542833 Training time for Neural Network: 0.4280109405517578 seconds Testing time for Neural Network: 0.0006310939788818359 seconds RMSE for Neural Network: 0.2731534413256892 MAE for Neural Network: 0.21162910575994268 Training time for Neural Network: 0.3347499370574951 seconds Testing time for Neural Network: 0.0006101131439208984 seconds RMSE for Neural Network: 423.51000769404385 MAE for Neural Network: 338.08537424391426 Training time for Neural Network: 0.4625968933105469 seconds Testing time for Neural Network: 0.0005979537963867188 seconds RMSE for Neural Network: 421.88942484943533 MAE for Neural Network: 336.0530917287116 Training time for Neural Network: 0.30963897705078125 seconds Testing time for Neural Network: 0.0005879402160644531 seconds RMSE for Neural Network: 422.6773737088077 MAE for Neural Network: 337.0417717524248 Training time for Neural Network: 0.42047882080078125 seconds Testing time for Neural Network: 0.0007350444793701172 seconds RMSE for Neural Network: 423.4361137266242 MAE for Neural Network: 337.9928047585409 Training time for Neural Network: 0.3383669853210449 seconds Testing time for Neural Network: 0.0013921260833740234 seconds RMSE for Neural Network: 423.32526182685353 MAE for Neural Network: 337.8539195590493 Training time for Neural Network: 0.5572900772094727 seconds Testing time for Neural Network: 0.0006110668182373047 seconds RMSE for Neural Network: 0.3318390299345283 MAE for Neural Network: 0.2703980978852379 Training time for Neural Network: 0.3247389793395996 seconds Testing time for Neural Network: 0.001990795135498047 seconds RMSE for Neural Network: 422.0269991978232 MAE for Neural Network: 336.22578977906795 Training time for Neural Network: 0.35277605056762695 seconds Testing time for Neural Network: 0.0005979537963867188 seconds RMSE for Neural Network: 422.4088394201669 MAE for Neural Network: 336.70494692078836 Training time for Neural Network: 0.36150407791137695 seconds Testing time for Neural Network: 0.003131866455078125 seconds RMSE for Neural Network: 424.28740372897346 MAE for Neural Network: 339.058689055024 Training time for Neural Network: 0.38655686378479004 seconds Testing time for Neural Network: 0.0005948543548583984 seconds RMSE for Neural Network: 423.8337897456581 MAE for Neural Network: 338.4908787409274 Training time for Neural Network: 0.14524102210998535 seconds Testing time for Neural Network: 0.00045609474182128906 seconds RMSE for Neural Network: 34.44956236824121 MAE for Neural Network: 26.919929864864613 Training time for Neural Network: 0.9730970859527588 seconds Testing time for Neural Network: 0.0021278858184814453 seconds RMSE for Neural Network: 0.572392254514836 MAE for Neural Network: 0.4536526224798037 Training time for Neural Network: 0.454617977142334 seconds Testing time for Neural Network: 0.0006229877471923828 seconds RMSE for Neural Network: 422.40811760072904 MAE for Neural Network: 336.7040413710976 Training time for Neural Network: 0.4722590446472168 seconds Testing time for Neural Network: 0.0007648468017578125 seconds RMSE for Neural Network: 422.8193086644067 MAE for Neural Network: 337.2197524465098 Training time for Neural Network: 0.37676477432250977 seconds Testing time for Neural Network: 0.0006611347198486328 seconds RMSE for Neural Network: 423.3683659144979 MAE for Neural Network: 337.90792668676875 Training time for Neural Network: 0.40625786781311035 seconds Testing time for Neural Network: 0.0020821094512939453 seconds RMSE for Neural Network: 0.4286021384526123 MAE for Neural Network: 0.329393192382049 Training time for Neural Network: 0.4767799377441406 seconds Testing time for Neural Network: 0.0006139278411865234 seconds RMSE for Neural Network: 422.9914291182585 MAE for Neural Network: 337.43553868575435 Training time for Neural Network: 0.30501389503479004 seconds Testing time for Neural Network: 0.000579833984375 seconds RMSE for Neural Network: 421.94146453558375 MAE for Neural Network: 336.11842132657927 Training time for Neural Network: 0.47028207778930664 seconds Testing time for Neural Network: 0.0015139579772949219 seconds RMSE for Neural Network: 62.63019360965311 MAE for Neural Network: 44.75770956103533 Training time for Neural Network: 0.4415128231048584 seconds Testing time for Neural Network: 0.00150299072265625 seconds RMSE for Neural Network: 0.19235853571535394 MAE for Neural Network: 0.15222865910598327 Training time for Neural Network: 0.42336106300354004 seconds Testing time for Neural Network: 0.0006678104400634766 seconds RMSE for Neural Network: 423.5994669267635 MAE for Neural Network: 338.19743056575214 Training time for Neural Network: 0.27851009368896484 seconds Testing time for Neural Network: 0.0005528926849365234 seconds RMSE for Neural Network: 424.19937422916587 MAE for Neural Network: 338.9485252321574 Training time for Neural Network: 0.37363505363464355 seconds Testing time for Neural Network: 0.0006299018859863281 seconds RMSE for Neural Network: 422.05648094680583 MAE for Neural Network: 336.26279420988584 Training time for Neural Network: 0.4608309268951416 seconds Testing time for Neural Network: 0.0026361942291259766 seconds RMSE for Neural Network: 422.9276078401074 MAE for Neural Network: 337.3555322415718 Training time for Neural Network: 0.40605688095092773 seconds Testing time for Neural Network: 0.0005729198455810547 seconds RMSE for Neural Network: 0.8858383562159192 MAE for Neural Network: 0.7204986167883074 Training time for Neural Network: 0.3755040168762207 seconds Testing time for Neural Network: 0.0013530254364013672 seconds RMSE for Neural Network: 424.1014452508169 MAE for Neural Network: 338.82595757183395 Training time for Neural Network: 0.2922549247741699 seconds Testing time for Neural Network: 0.0007958412170410156 seconds RMSE for Neural Network: 423.83381696210296 MAE for Neural Network: 338.49091281939 Training time for Neural Network: 0.39202284812927246 seconds Testing time for Neural Network: 0.001291036605834961 seconds RMSE for Neural Network: 14.449071076816551 MAE for Neural Network: 12.181028001566256 Training time for Neural Network: 0.3588118553161621 seconds Testing time for Neural Network: 0.0005803108215332031 seconds RMSE for Neural Network: 424.18362946951106 MAE for Neural Network: 338.92882021239507 Training time for Neural Network: 0.11390995979309082 seconds Testing time for Neural Network: 0.001188039779663086 seconds RMSE for Neural Network: 2.299568635809462 MAE for Neural Network: 1.5907135296644908 Training time for Neural Network: 0.38428592681884766 seconds Testing time for Neural Network: 0.0006539821624755859 seconds RMSE for Neural Network: 0.300628585572377 MAE for Neural Network: 0.2448830406745975 Training time for Neural Network: 0.5264878273010254 seconds Testing time for Neural Network: 0.0021631717681884766 seconds RMSE for Neural Network: 1.255440591382795 MAE for Neural Network: 1.032479885120603 Training time for Neural Network: 0.3257138729095459 seconds Testing time for Neural Network: 0.0005953311920166016 seconds RMSE for Neural Network: 12.61227664829617 MAE for Neural Network: 11.034090346028988 Training time for Neural Network: 0.34579896926879883 seconds Testing time for Neural Network: 0.0007658004760742188 seconds RMSE for Neural Network: 14.277828192963314 MAE for Neural Network: 11.85135092238319 Training time for Neural Network: 0.317091703414917 seconds Testing time for Neural Network: 0.0008530616760253906 seconds RMSE for Neural Network: 423.4565034359632 MAE for Neural Network: 338.01834855943906 Training time for Neural Network: 0.3063662052154541 seconds Testing time for Neural Network: 0.0005979537963867188 seconds RMSE for Neural Network: 0.5741741674100608 MAE for Neural Network: 0.45524320657013706 Training time for Neural Network: 0.40230488777160645 seconds Testing time for Neural Network: 0.00061798095703125 seconds RMSE for Neural Network: 424.09139414591823 MAE for Neural Network: 338.81337672716984 Training time for Neural Network: 0.4678049087524414 seconds Testing time for Neural Network: 0.0006270408630371094 seconds RMSE for Neural Network: 424.20690853435553 MAE for Neural Network: 338.95795448538104 Training time for Neural Network: 0.39583420753479004 seconds Testing time for Neural Network: 0.0005717277526855469 seconds RMSE for Neural Network: 421.99212870634375 MAE for Neural Network: 336.1820196720073 Training time for Neural Network: 0.32677412033081055 seconds Testing time for Neural Network: 0.000598907470703125 seconds RMSE for Neural Network: 0.550682571217368 MAE for Neural Network: 0.4395827330402514 Training time for Neural Network: 0.4076039791107178 seconds Testing time for Neural Network: 0.0006022453308105469 seconds RMSE for Neural Network: 424.34209396587016 MAE for Neural Network: 339.12712420562565 Training time for Neural Network: 0.36812686920166016 seconds Testing time for Neural Network: 0.0006201267242431641 seconds RMSE for Neural Network: 422.18561646084635 MAE for Neural Network: 336.4248629442589 Training time for Neural Network: 0.4179360866546631 seconds Testing time for Neural Network: 0.0006725788116455078 seconds RMSE for Neural Network: 422.6229246788487 MAE for Neural Network: 336.97348578893025 Training time for Neural Network: 0.43665099143981934 seconds Testing time for Neural Network: 0.0006251335144042969 seconds RMSE for Neural Network: 2.111189814223853 MAE for Neural Network: 1.882817627199081 Training time for Neural Network: 0.3423779010772705 seconds Testing time for Neural Network: 0.002496957778930664 seconds RMSE for Neural Network: 422.3359778563063 MAE for Neural Network: 336.61353486228234 Training time for Neural Network: 0.3147416114807129 seconds Testing time for Neural Network: 0.0005888938903808594 seconds RMSE for Neural Network: 423.693660347608 MAE for Neural Network: 338.31540236795706 Training time for Neural Network: 0.4191930294036865 seconds Testing time for Neural Network: 0.0006248950958251953 seconds RMSE for Neural Network: 0.8564681318289833 MAE for Neural Network: 0.6912621878225889 Training time for Neural Network: 0.29735302925109863 seconds Testing time for Neural Network: 0.0005979537963867188 seconds RMSE for Neural Network: 1.3572487637598398 MAE for Neural Network: 1.1077469808858809 Training time for Neural Network: 0.26987314224243164 seconds Testing time for Neural Network: 0.0005819797515869141 seconds RMSE for Neural Network: 11.488565464354732 MAE for Neural Network: 9.664127916196506 Training time for Neural Network: 0.36110520362854004 seconds Testing time for Neural Network: 0.0005853176116943359 seconds RMSE for Neural Network: 421.6473468546553 MAE for Neural Network: 335.74913070655674 Training time for Neural Network: 0.33431100845336914 seconds Testing time for Neural Network: 0.0006170272827148438 seconds RMSE for Neural Network: 421.9916951669507 MAE for Neural Network: 336.18147547197657 Training time for Neural Network: 0.34485912322998047 seconds Testing time for Neural Network: 0.0005578994750976562 seconds RMSE for Neural Network: 0.3669375828614503 MAE for Neural Network: 0.2888643358480847 Training time for Neural Network: 1.0063421726226807 seconds Testing time for Neural Network: 0.0007848739624023438 seconds RMSE for Neural Network: 6.106430592616319 MAE for Neural Network: 5.022377230225519 Training time for Neural Network: 0.4435272216796875 seconds Testing time for Neural Network: 0.0006477832794189453 seconds RMSE for Neural Network: 2.886378553903752 MAE for Neural Network: 2.2149658743975444 Training time for Neural Network: 0.18080997467041016 seconds Testing time for Neural Network: 0.0013539791107177734 seconds RMSE for Neural Network: 0.5284368885758076 MAE for Neural Network: 0.3901679997538581 Training time for Neural Network: 0.4204380512237549 seconds Testing time for Neural Network: 0.000640869140625 seconds RMSE for Neural Network: 423.30516906276273 MAE for Neural Network: 337.828743324029 Training time for Neural Network: 0.4001898765563965 seconds Testing time for Neural Network: 0.0006630420684814453 seconds RMSE for Neural Network: 422.057026547914 MAE for Neural Network: 336.2634790147529 Training time for Neural Network: 0.4564208984375 seconds Testing time for Neural Network: 0.0028831958770751953 seconds RMSE for Neural Network: 421.98540800473313 MAE for Neural Network: 336.1735834796655 Training time for Neural Network: 0.3935837745666504 seconds Testing time for Neural Network: 0.0005881786346435547 seconds RMSE for Neural Network: 422.30062646203794 MAE for Neural Network: 336.5691797697291 Training time for Neural Network: 0.4463212490081787 seconds Testing time for Neural Network: 0.0006389617919921875 seconds RMSE for Neural Network: 423.5376354618174 MAE for Neural Network: 338.1199821265017 Training time for Neural Network: 0.7035939693450928 seconds Testing time for Neural Network: 0.0034689903259277344 seconds RMSE for Neural Network: 422.499486520624 MAE for Neural Network: 336.8186600692269 Training time for Neural Network: 0.3750121593475342 seconds Testing time for Neural Network: 0.0006449222564697266 seconds RMSE for Neural Network: 422.7178325652312 MAE for Neural Network: 337.0925090079656 Training time for Neural Network: 0.34757018089294434 seconds Testing time for Neural Network: 0.0005919933319091797 seconds RMSE for Neural Network: 3.480388169689659 MAE for Neural Network: 3.0803213506415377 Training time for Neural Network: 0.39073681831359863 seconds Testing time for Neural Network: 0.0006480216979980469 seconds RMSE for Neural Network: 0.38561839185382535 MAE for Neural Network: 0.2837804965643689 Training time for Neural Network: 0.2918980121612549 seconds Testing time for Neural Network: 0.0012509822845458984 seconds RMSE for Neural Network: 0.7258524193981393 MAE for Neural Network: 0.5759448696888363 Training time for Neural Network: 0.4345390796661377 seconds Testing time for Neural Network: 0.0008523464202880859 seconds RMSE for Neural Network: 423.7413516849077 MAE for Neural Network: 338.3751273193572 Training time for Neural Network: 0.34445786476135254 seconds Testing time for Neural Network: 0.001241922378540039 seconds RMSE for Neural Network: 423.77406265027537 MAE for Neural Network: 338.41608980034914 Training time for Neural Network: 0.3849911689758301 seconds Testing time for Neural Network: 0.0006079673767089844 seconds RMSE for Neural Network: 421.9151539902192 MAE for Neural Network: 336.0853921657841 Training time for Neural Network: 0.39658284187316895 seconds Testing time for Neural Network: 0.0006201267242431641 seconds RMSE for Neural Network: 0.37017008495149567 MAE for Neural Network: 0.2960363996314203 Training time for Neural Network: 0.3692150115966797 seconds Testing time for Neural Network: 0.0006010532379150391 seconds RMSE for Neural Network: 422.7999502478974 MAE for Neural Network: 337.19547978919144 Training time for Neural Network: 0.3674931526184082 seconds Testing time for Neural Network: 0.0006029605865478516 seconds RMSE for Neural Network: 0.36322635058525393 MAE for Neural Network: 0.27652412669222676 Training time for Neural Network: 0.3694031238555908 seconds Testing time for Neural Network: 0.0011668205261230469 seconds RMSE for Neural Network: 0.33035781626132893 MAE for Neural Network: 0.24841611678917758 Training time for Neural Network: 0.1920008659362793 seconds Testing time for Neural Network: 0.0004782676696777344 seconds RMSE for Neural Network: 423.80353321538 MAE for Neural Network: 338.4529929347328 Training time for Neural Network: 0.3593411445617676 seconds Testing time for Neural Network: 0.0007710456848144531 seconds RMSE for Neural Network: 0.35768212938998767 MAE for Neural Network: 0.28942049440034495 Training time for Neural Network: 0.36577916145324707 seconds Testing time for Neural Network: 0.0005898475646972656 seconds RMSE for Neural Network: 0.7254751688645285 MAE for Neural Network: 0.42333932394453916 Training time for Neural Network: 0.4319479465484619 seconds Testing time for Neural Network: 0.0006310939788818359 seconds RMSE for Neural Network: 422.24741125886993 MAE for Neural Network: 336.50240708716444 Training time for Neural Network: 0.35326695442199707 seconds Testing time for Neural Network: 0.0005869865417480469 seconds RMSE for Neural Network: 422.1683499242961 MAE for Neural Network: 336.40319460201533 Training time for Neural Network: 0.3527040481567383 seconds Testing time for Neural Network: 0.0005967617034912109 seconds RMSE for Neural Network: 423.1710179889573 MAE for Neural Network: 337.66063455257705 Training time for Neural Network: 0.3804910182952881 seconds Testing time for Neural Network: 0.0006091594696044922 seconds RMSE for Neural Network: 422.6190010388467 MAE for Neural Network: 336.9685648539211 Training time for Neural Network: 0.37035202980041504 seconds Testing time for Neural Network: 0.0006060600280761719 seconds RMSE for Neural Network: 423.2409127340143 MAE for Neural Network: 337.74822556537583 Training time for Neural Network: 0.2788102626800537 seconds Testing time for Neural Network: 0.0005788803100585938 seconds RMSE for Neural Network: 423.4639299374583 MAE for Neural Network: 338.0276521509966 Training time for Neural Network: 0.11864614486694336 seconds Testing time for Neural Network: 0.00045800209045410156 seconds RMSE for Neural Network: 1.0337957779012892 MAE for Neural Network: 0.8431851567905599 Training time for Neural Network: 0.3613700866699219 seconds Testing time for Neural Network: 0.0011987686157226562 seconds RMSE for Neural Network: 424.1846322334497 MAE for Neural Network: 338.930075212669 Training time for Neural Network: 0.3065321445465088 seconds Testing time for Neural Network: 0.0006048679351806641 seconds RMSE for Neural Network: 1.2003099452807056 MAE for Neural Network: 0.9521905802397513 Training time for Neural Network: 0.37685513496398926 seconds Testing time for Neural Network: 0.0006148815155029297 seconds RMSE for Neural Network: 423.9172613800408 MAE for Neural Network: 338.59539004037316 Training time for Neural Network: 0.3915410041809082 seconds Testing time for Neural Network: 0.0020210742950439453 seconds RMSE for Neural Network: 422.421877951314 MAE for Neural Network: 336.721304096657 Training time for Neural Network: 0.5342729091644287 seconds Testing time for Neural Network: 0.0006411075592041016 seconds RMSE for Neural Network: 0.5330202020701221 MAE for Neural Network: 0.4299168850982201 Training time for Neural Network: 0.45476198196411133 seconds Testing time for Neural Network: 0.0019469261169433594 seconds RMSE for Neural Network: 0.252224543329463 MAE for Neural Network: 0.20502773815787684 Training time for Neural Network: 0.288205623626709 seconds Testing time for Neural Network: 0.0005562305450439453 seconds RMSE for Neural Network: 423.21160502910624 MAE for Neural Network: 337.7114986078366 Training time for Neural Network: 0.22881007194519043 seconds Testing time for Neural Network: 0.0005130767822265625 seconds RMSE for Neural Network: 422.9062942323636 MAE for Neural Network: 337.3288119357566 Training time for Neural Network: 0.44651079177856445 seconds Testing time for Neural Network: 0.000766754150390625 seconds RMSE for Neural Network: 0.7568919136175998 MAE for Neural Network: 0.6023657857727776 Training time for Neural Network: 0.35062408447265625 seconds Testing time for Neural Network: 0.0006170272827148438 seconds RMSE for Neural Network: 0.5350295192880559 MAE for Neural Network: 0.4283813386382688 Training time for Neural Network: 0.2980661392211914 seconds Testing time for Neural Network: 0.000579833984375 seconds RMSE for Neural Network: 422.61443174268936 MAE for Neural Network: 336.9628341194839 Training time for Neural Network: 0.29715991020202637 seconds Testing time for Neural Network: 0.000591278076171875 seconds RMSE for Neural Network: 0.5330283391362012 MAE for Neural Network: 0.42462273148719265 Training time for Neural Network: 0.9541769027709961 seconds Testing time for Neural Network: 0.0006310939788818359 seconds RMSE for Neural Network: 0.4124477230622052 MAE for Neural Network: 0.33531381664663795 Training time for Neural Network: 0.3719522953033447 seconds Testing time for Neural Network: 0.0006148815155029297 seconds RMSE for Neural Network: 422.6558784504758 MAE for Neural Network: 337.01481458443624 Training time for Neural Network: 0.3649756908416748 seconds Testing time for Neural Network: 0.0005953311920166016 seconds RMSE for Neural Network: 423.96935947170175 MAE for Neural Network: 338.6606139359633 Training time for Neural Network: 0.46013474464416504 seconds Testing time for Neural Network: 0.0006222724914550781 seconds RMSE for Neural Network: 423.4815329381724 MAE for Neural Network: 338.0497040381826 Training time for Neural Network: 0.3884592056274414 seconds Testing time for Neural Network: 0.0005910396575927734 seconds RMSE for Neural Network: 423.4237737510614 MAE for Neural Network: 337.9773451553056 Training time for Neural Network: 0.1278979778289795 seconds Testing time for Neural Network: 0.00043201446533203125 seconds RMSE for Neural Network: 422.96712664144115 MAE for Neural Network: 337.40507387998105 Training time for Neural Network: 0.28241896629333496 seconds Testing time for Neural Network: 0.0018842220306396484 seconds RMSE for Neural Network: 423.67654812704865 MAE for Neural Network: 338.2939714116848 Training time for Neural Network: 0.339569091796875 seconds Testing time for Neural Network: 0.0009930133819580078 seconds RMSE for Neural Network: 422.82133370040236 MAE for Neural Network: 337.22229151232807 Training time for Neural Network: 0.2678539752960205 seconds Testing time for Neural Network: 0.0007548332214355469 seconds RMSE for Neural Network: 0.5720704666791661 MAE for Neural Network: 0.4597534968493375 Training time for Neural Network: 0.37447619438171387 seconds Testing time for Neural Network: 0.00084686279296875 seconds RMSE for Neural Network: 422.43526665599427 MAE for Neural Network: 336.73810027283747 Training time for Neural Network: 0.40499210357666016 seconds Testing time for Neural Network: 0.0006258487701416016 seconds RMSE for Neural Network: 0.31346389032020666 MAE for Neural Network: 0.24832573828770832 Training time for Neural Network: 0.3563230037689209 seconds Testing time for Neural Network: 0.00057220458984375 seconds RMSE for Neural Network: 423.4129374122378 MAE for Neural Network: 337.96376910653925 Training time for Neural Network: 0.410999059677124 seconds Testing time for Neural Network: 0.0006058216094970703 seconds RMSE for Neural Network: 423.6693415143592 MAE for Neural Network: 338.2849458664238 Training time for Neural Network: 0.3654520511627197 seconds Testing time for Neural Network: 0.0005948543548583984 seconds RMSE for Neural Network: 0.27625229473490626 MAE for Neural Network: 0.22247088909705048 Training time for Neural Network: 0.33624696731567383 seconds Testing time for Neural Network: 0.003945112228393555 seconds RMSE for Neural Network: 14.2014310334559 MAE for Neural Network: 11.6329253524818 Training time for Neural Network: 0.48610687255859375 seconds Testing time for Neural Network: 0.0007936954498291016 seconds RMSE for Neural Network: 423.9542658541527 MAE for Neural Network: 338.6417180392459 Training time for Neural Network: 0.3338141441345215 seconds Testing time for Neural Network: 0.0005960464477539062 seconds RMSE for Neural Network: 0.35997727065920593 MAE for Neural Network: 0.2956007095750749 Training time for Neural Network: 0.15783286094665527 seconds Testing time for Neural Network: 0.0004961490631103516 seconds RMSE for Neural Network: 423.03473518131096 MAE for Neural Network: 337.489823299252 Training time for Neural Network: 0.3370201587677002 seconds Testing time for Neural Network: 0.0022509098052978516 seconds RMSE for Neural Network: 422.5353731753572 MAE for Neural Network: 336.8636745704067 Training time for Neural Network: 0.4142310619354248 seconds Testing time for Neural Network: 0.0006270408630371094 seconds RMSE for Neural Network: 424.3840410569043 MAE for Neural Network: 339.1796101837886 Training time for Neural Network: 0.3511180877685547 seconds Testing time for Neural Network: 0.0006079673767089844 seconds RMSE for Neural Network: 0.44482317738269506 MAE for Neural Network: 0.36496379115287014 Training time for Neural Network: 0.4476451873779297 seconds Testing time for Neural Network: 0.0006501674652099609 seconds RMSE for Neural Network: 423.1510165984051 MAE for Neural Network: 337.6355676004858 Training time for Neural Network: 0.4318969249725342 seconds Testing time for Neural Network: 0.001638174057006836 seconds RMSE for Neural Network: 422.20733931303425 MAE for Neural Network: 336.45212293940153 Training time for Neural Network: 0.45033788681030273 seconds Testing time for Neural Network: 0.0006330013275146484 seconds RMSE for Neural Network: 423.6661717817428 MAE for Neural Network: 338.28097607290255 Training time for Neural Network: 0.4293332099914551 seconds Testing time for Neural Network: 0.0006268024444580078 seconds RMSE for Neural Network: 421.82016595321846 MAE for Neural Network: 335.9661382720576 Training time for Neural Network: 0.3505861759185791 seconds Testing time for Neural Network: 0.0006070137023925781 seconds RMSE for Neural Network: 0.7385143196814241 MAE for Neural Network: 0.5823237664563234 Training time for Neural Network: 0.41170287132263184 seconds Testing time for Neural Network: 0.0014297962188720703 seconds RMSE for Neural Network: 0.41060144526214737 MAE for Neural Network: 0.32980869403017693 Training time for Neural Network: 0.31969189643859863 seconds Testing time for Neural Network: 0.0005819797515869141 seconds RMSE for Neural Network: 423.9043409797063 MAE for Neural Network: 338.57921371826365 Training time for Neural Network: 0.32297778129577637 seconds Testing time for Neural Network: 0.0005931854248046875 seconds RMSE for Neural Network: 0.23338684600582596 MAE for Neural Network: 0.17872575868256338 Training time for Neural Network: 0.162139892578125 seconds Testing time for Neural Network: 0.0004367828369140625 seconds RMSE for Neural Network: 422.1145814083947 MAE for Neural Network: 336.3357154662924 Training time for Neural Network: 0.4181380271911621 seconds Testing time for Neural Network: 0.0012619495391845703 seconds RMSE for Neural Network: 422.5480521217767 MAE for Neural Network: 336.8795779095941 Training time for Neural Network: 0.410506010055542 seconds Testing time for Neural Network: 0.0008308887481689453 seconds RMSE for Neural Network: 423.7129596738024 MAE for Neural Network: 338.33957181531673 Training time for Neural Network: 0.3138270378112793 seconds Testing time for Neural Network: 0.0005888938903808594 seconds RMSE for Neural Network: 423.502433670342 MAE for Neural Network: 338.0758864298679 Training time for Neural Network: 0.4028630256652832 seconds Testing time for Neural Network: 0.0006721019744873047 seconds RMSE for Neural Network: 422.47680298500126 MAE for Neural Network: 336.79020579741643 Training time for Neural Network: 0.5023586750030518 seconds Testing time for Neural Network: 0.0018570423126220703 seconds RMSE for Neural Network: 0.17934115509152596 MAE for Neural Network: 0.13838924248847256 Training time for Neural Network: 0.32205677032470703 seconds Testing time for Neural Network: 0.0005960464477539062 seconds RMSE for Neural Network: 0.9579820136959128 MAE for Neural Network: 0.7936880693434185 Training time for Neural Network: 0.3094520568847656 seconds Testing time for Neural Network: 0.002713918685913086 seconds RMSE for Neural Network: 423.63664838672 MAE for Neural Network: 338.2439999718724 Training time for Neural Network: 0.43742823600769043 seconds Testing time for Neural Network: 0.00067901611328125 seconds RMSE for Neural Network: 0.14554191012301415 MAE for Neural Network: 0.1142587621516164 Training time for Neural Network: 0.42274928092956543 seconds Testing time for Neural Network: 0.0009708404541015625 seconds RMSE for Neural Network: 0.1774606329936361 MAE for Neural Network: 0.14178332485684822 Training time for Neural Network: 0.4031670093536377 seconds Testing time for Neural Network: 0.002168893814086914 seconds RMSE for Neural Network: 16.964972191720634 MAE for Neural Network: 14.352953312308259 Training time for Neural Network: 0.340954065322876 seconds Testing time for Neural Network: 0.0022830963134765625 seconds RMSE for Neural Network: 0.42474101030657957 MAE for Neural Network: 0.3331240517904016 Training time for Neural Network: 0.3948218822479248 seconds Testing time for Neural Network: 0.0006389617919921875 seconds RMSE for Neural Network: 422.23580869499926 MAE for Neural Network: 336.48784793058803 Training time for Neural Network: 0.923292875289917 seconds Testing time for Neural Network: 0.0005829334259033203 seconds RMSE for Neural Network: 0.560706190780323 MAE for Neural Network: 0.4543278592503489 Training time for Neural Network: 0.41604089736938477 seconds Testing time for Neural Network: 0.0005860328674316406 seconds RMSE for Neural Network: 0.7774221009180159 MAE for Neural Network: 0.6530745218926236 Training time for Neural Network: 0.8301112651824951 seconds Testing time for Neural Network: 0.0006821155548095703 seconds RMSE for Neural Network: 423.4455184967295 MAE for Neural Network: 338.00458694461923 Training time for Neural Network: 0.3471090793609619 seconds Testing time for Neural Network: 0.0005838871002197266 seconds RMSE for Neural Network: 11.38268875800412 MAE for Neural Network: 9.080032273992197 Training time for Neural Network: 0.16547608375549316 seconds Testing time for Neural Network: 0.0008869171142578125 seconds RMSE for Neural Network: 423.2192051318867 MAE for Neural Network: 337.7210228178052 Training time for Neural Network: 0.3183259963989258 seconds Testing time for Neural Network: 0.0006091594696044922 seconds RMSE for Neural Network: 423.91299833513614 MAE for Neural Network: 338.59005274538663 Training time for Neural Network: 0.3571181297302246 seconds Testing time for Neural Network: 0.0006058216094970703 seconds RMSE for Neural Network: 0.6655237702458418 MAE for Neural Network: 0.5139452252361489 Training time for Neural Network: 0.3425159454345703 seconds Testing time for Neural Network: 0.0005831718444824219 seconds RMSE for Neural Network: 423.52099458413693 MAE for Neural Network: 338.0991371094801 Training time for Neural Network: 0.39709997177124023 seconds Testing time for Neural Network: 0.0006301403045654297 seconds RMSE for Neural Network: 1.15341664682416 MAE for Neural Network: 0.9725202273688032 Training time for Neural Network: 0.39196324348449707 seconds Testing time for Neural Network: 0.002474069595336914 seconds RMSE for Neural Network: 424.3232964095439 MAE for Neural Network: 339.10360295417115 Training time for Neural Network: 0.4857909679412842 seconds Testing time for Neural Network: 0.004026889801025391 seconds RMSE for Neural Network: 423.6557274846898 MAE for Neural Network: 338.26789544859304 Training time for Neural Network: 0.32461023330688477 seconds Testing time for Neural Network: 0.0006079673767089844 seconds RMSE for Neural Network: 423.1874264532512 MAE for Neural Network: 337.6811981274119 Training time for Neural Network: 0.4344899654388428 seconds Testing time for Neural Network: 0.0006349086761474609 seconds RMSE for Neural Network: 0.30508496359560067 MAE for Neural Network: 0.2500354205619416 Training time for Neural Network: 0.4196741580963135 seconds Testing time for Neural Network: 0.000591278076171875 seconds RMSE for Neural Network: 0.26914506023705537 MAE for Neural Network: 0.23920447625355495 Training time for Neural Network: 0.39861297607421875 seconds Testing time for Neural Network: 0.0006079673767089844 seconds RMSE for Neural Network: 423.2509695246409 MAE for Neural Network: 337.7608279007307 Training time for Neural Network: 0.3860909938812256 seconds Testing time for Neural Network: 0.0006139278411865234 seconds RMSE for Neural Network: 423.80055643023917 MAE for Neural Network: 338.44926546118967 Training time for Neural Network: 0.43456101417541504 seconds Testing time for Neural Network: 0.0006022453308105469 seconds RMSE for Neural Network: 423.2538877968197 MAE for Neural Network: 337.76448480525795 Training time for Neural Network: 0.42757081985473633 seconds Testing time for Neural Network: 0.0006649494171142578 seconds RMSE for Neural Network: 0.4475812937030229 MAE for Neural Network: 0.35827265788534474 Training time for Neural Network: 0.4240109920501709 seconds Testing time for Neural Network: 0.0006740093231201172 seconds RMSE for Neural Network: 0.7002365895285437 MAE for Neural Network: 0.5447733774600302 Training time for Neural Network: 0.3554987907409668 seconds Testing time for Neural Network: 0.0005941390991210938 seconds RMSE for Neural Network: 423.4312811453129 MAE for Neural Network: 337.98675049918677 Training time for Neural Network: 0.3326740264892578 seconds Testing time for Neural Network: 0.0005650520324707031 seconds RMSE for Neural Network: 0.26330034492752696 MAE for Neural Network: 0.20373694591701386 Training time for Neural Network: 0.3881373405456543 seconds Testing time for Neural Network: 0.00066375732421875 seconds RMSE for Neural Network: 10.822390170536996 MAE for Neural Network: 9.031274431070877 Training time for Neural Network: 0.3990020751953125 seconds Testing time for Neural Network: 0.00063323974609375 seconds RMSE for Neural Network: 422.81528254772996 MAE for Neural Network: 337.2147043302757 Training time for Neural Network: 0.34083008766174316 seconds Testing time for Neural Network: 0.0005819797515869141 seconds RMSE for Neural Network: 0.2606293275768224 MAE for Neural Network: 0.21181601960299176 Training time for Neural Network: 0.38514208793640137 seconds Testing time for Neural Network: 0.0005960464477539062 seconds RMSE for Neural Network: 424.39467874148534 MAE for Neural Network: 339.19292003921174 Training time for Neural Network: 0.27668190002441406 seconds Testing time for Neural Network: 0.0006210803985595703 seconds RMSE for Neural Network: 421.67259903052934 MAE for Neural Network: 335.7808428630199 Training time for Neural Network: 0.4100039005279541 seconds Testing time for Neural Network: 0.0006277561187744141 seconds RMSE for Neural Network: 423.656736737425 MAE for Neural Network: 338.2691594627603 Training time for Neural Network: 0.35358405113220215 seconds Testing time for Neural Network: 0.001299142837524414 seconds RMSE for Neural Network: 422.5321668516019 MAE for Neural Network: 336.8596528006115 Training time for Neural Network: 0.4152491092681885 seconds Testing time for Neural Network: 0.0013058185577392578 seconds RMSE for Neural Network: 0.3507417998105047 MAE for Neural Network: 0.2698013292258433 Training time for Neural Network: 0.4980428218841553 seconds Testing time for Neural Network: 0.0006761550903320312 seconds RMSE for Neural Network: 423.5119520628321 MAE for Neural Network: 338.0878098966438 Training time for Neural Network: 0.41825103759765625 seconds Testing time for Neural Network: 0.0014557838439941406 seconds RMSE for Neural Network: 424.2849045929905 MAE for Neural Network: 339.05556170946613 Training time for Neural Network: 0.4385828971862793 seconds Testing time for Neural Network: 0.0006289482116699219 seconds RMSE for Neural Network: 0.21088340874320738 MAE for Neural Network: 0.1700135777671942 Training time for Neural Network: 0.3583049774169922 seconds Testing time for Neural Network: 0.0006139278411865234 seconds RMSE for Neural Network: 423.12858374783536 MAE for Neural Network: 337.6074525911527 Training time for Neural Network: 0.4430058002471924 seconds Testing time for Neural Network: 0.003582000732421875 seconds RMSE for Neural Network: 0.191602119740636 MAE for Neural Network: 0.15532044686892166 Training time for Neural Network: 0.44765210151672363 seconds Testing time for Neural Network: 0.0006148815155029297 seconds RMSE for Neural Network: 423.0432401089754 MAE for Neural Network: 337.5004839441549 Training time for Neural Network: 0.3728790283203125 seconds Testing time for Neural Network: 0.0007550716400146484 seconds RMSE for Neural Network: 424.3087594457736 MAE for Neural Network: 339.0854125482986 Training time for Neural Network: 0.4244201183319092 seconds Testing time for Neural Network: 0.0015769004821777344 seconds RMSE for Neural Network: 423.6862225024041 MAE for Neural Network: 338.30608744005076 Training time for Neural Network: 0.33529186248779297 seconds Testing time for Neural Network: 0.0006122589111328125 seconds RMSE for Neural Network: 0.42655380640944834 MAE for Neural Network: 0.3410322057290216 Training time for Neural Network: 0.8942692279815674 seconds Testing time for Neural Network: 0.002530813217163086 seconds RMSE for Neural Network: 0.4560820575997918 MAE for Neural Network: 0.3690580902986971 Training time for Neural Network: 0.6027860641479492 seconds Testing time for Neural Network: 0.0014781951904296875 seconds RMSE for Neural Network: 423.88872867599633 MAE for Neural Network: 338.5596667637641 Training time for Neural Network: 0.31276702880859375 seconds Testing time for Neural Network: 0.0005881786346435547 seconds RMSE for Neural Network: 423.5138928871138 MAE for Neural Network: 338.0902411029284 Training time for Neural Network: 0.46082091331481934 seconds Testing time for Neural Network: 0.0006971359252929688 seconds RMSE for Neural Network: 0.822954316181731 MAE for Neural Network: 0.6994645578171181 Training time for Neural Network: 0.3660261631011963 seconds Testing time for Neural Network: 0.0006859302520751953 seconds RMSE for Neural Network: 422.37514719987826 MAE for Neural Network: 336.66267781379827 Training time for Neural Network: 0.30040717124938965 seconds Testing time for Neural Network: 0.000576019287109375 seconds RMSE for Neural Network: 424.276750617037 MAE for Neural Network: 339.04535799032834 Training time for Neural Network: 0.4847280979156494 seconds Testing time for Neural Network: 0.0007138252258300781 seconds RMSE for Neural Network: 0.33271458263079534 MAE for Neural Network: 0.2605314111230067 Training time for Neural Network: 0.35181093215942383 seconds Testing time for Neural Network: 0.0006048679351806641 seconds RMSE for Neural Network: 422.35907170961985 MAE for Neural Network: 336.6425093716632 Training time for Neural Network: 0.30785703659057617 seconds Testing time for Neural Network: 0.0005629062652587891 seconds RMSE for Neural Network: 1.0625632375149716 MAE for Neural Network: 0.8672714099360884 Training time for Neural Network: 0.3182711601257324 seconds Testing time for Neural Network: 0.0005910396575927734 seconds RMSE for Neural Network: 1.4800197245670683 MAE for Neural Network: 1.236672102438012 Training time for Neural Network: 0.3459336757659912 seconds Testing time for Neural Network: 0.0006022453308105469 seconds RMSE for Neural Network: 423.19281113366543 MAE for Neural Network: 337.6879462697073 Training time for Neural Network: 0.2948458194732666 seconds Testing time for Neural Network: 0.0010380744934082031 seconds RMSE for Neural Network: 423.66623245550204 MAE for Neural Network: 338.28105206126764 Training time for Neural Network: 0.3898780345916748 seconds Testing time for Neural Network: 0.0006148815155029297 seconds RMSE for Neural Network: 422.22772617452995 MAE for Neural Network: 336.477705667333 Training time for Neural Network: 0.3957703113555908 seconds Testing time for Neural Network: 0.0006189346313476562 seconds RMSE for Neural Network: 423.3162639379423 MAE for Neural Network: 337.8426452877378 Training time for Neural Network: 0.4606208801269531 seconds Testing time for Neural Network: 0.0006392002105712891 seconds RMSE for Neural Network: 422.2659169234998 MAE for Neural Network: 336.52562793327127 Training time for Neural Network: 0.19969511032104492 seconds Testing time for Neural Network: 0.0014190673828125 seconds RMSE for Neural Network: 423.27333073697434 MAE for Neural Network: 337.78884850422554 Training time for Neural Network: 0.2949390411376953 seconds Testing time for Neural Network: 0.0006089210510253906 seconds RMSE for Neural Network: 0.34440264530914283 MAE for Neural Network: 0.27514733144520614 Training time for Neural Network: 0.39055895805358887 seconds Testing time for Neural Network: 0.0005931854248046875 seconds RMSE for Neural Network: 10.466131738699637 MAE for Neural Network: 8.877930431373786 Training time for Neural Network: 0.36177802085876465 seconds Testing time for Neural Network: 0.0005817413330078125 seconds RMSE for Neural Network: 422.6354774229305 MAE for Neural Network: 336.98922896310336 Training time for Neural Network: 0.34329700469970703 seconds Testing time for Neural Network: 0.0006000995635986328 seconds RMSE for Neural Network: 0.3196692814258692 MAE for Neural Network: 0.2512279369248547 Training time for Neural Network: 0.17738103866577148 seconds Testing time for Neural Network: 0.00047898292541503906 seconds RMSE for Neural Network: 2.555349361931308 MAE for Neural Network: 2.025729788139643 Training time for Neural Network: 0.44475388526916504 seconds Testing time for Neural Network: 0.0014412403106689453 seconds RMSE for Neural Network: 0.6936014988639168 MAE for Neural Network: 0.5632307110073476 Training time for Neural Network: 0.4524061679840088 seconds Testing time for Neural Network: 0.0011429786682128906 seconds RMSE for Neural Network: 0.14278439831520412 MAE for Neural Network: 0.12367048918923804 Training time for Neural Network: 0.45062780380249023 seconds Testing time for Neural Network: 0.0006289482116699219 seconds RMSE for Neural Network: 422.6024158609424 MAE for Neural Network: 336.9477638331251 Training time for Neural Network: 0.3575441837310791 seconds Testing time for Neural Network: 0.001035928726196289 seconds RMSE for Neural Network: 422.77731608309205 MAE for Neural Network: 337.1670990103591 Training time for Neural Network: 0.3628818988800049 seconds Testing time for Neural Network: 0.001466989517211914 seconds RMSE for Neural Network: 0.13621672007199026 MAE for Neural Network: 0.10913976463103621 Training time for Neural Network: 0.4332249164581299 seconds Testing time for Neural Network: 0.0006368160247802734 seconds RMSE for Neural Network: 0.4085548145169484 MAE for Neural Network: 0.2762199875384741 Training time for Neural Network: 0.393963098526001 seconds Testing time for Neural Network: 0.0015549659729003906 seconds RMSE for Neural Network: 422.1505806891408 MAE for Neural Network: 336.38089487486855 Training time for Neural Network: 0.431704044342041 seconds Testing time for Neural Network: 0.0006279945373535156 seconds RMSE for Neural Network: 422.69728359988886 MAE for Neural Network: 337.0667400135519 Training time for Neural Network: 0.3786799907684326 seconds Testing time for Neural Network: 0.0006878376007080078 seconds RMSE for Neural Network: 422.1239122784979 MAE for Neural Network: 336.3474260016621 Training time for Neural Network: 0.40675997734069824 seconds Testing time for Neural Network: 0.0019130706787109375 seconds RMSE for Neural Network: 422.5260916756254 MAE for Neural Network: 336.8520325117804 Training time for Neural Network: 0.3121180534362793 seconds Testing time for Neural Network: 0.0005822181701660156 seconds RMSE for Neural Network: 1.256001443807498 MAE for Neural Network: 1.006355599299986 Training time for Neural Network: 0.3952507972717285 seconds Testing time for Neural Network: 0.003916025161743164 seconds RMSE for Neural Network: 423.86602690289624 MAE for Neural Network: 338.53124290541535 Training time for Neural Network: 0.30915021896362305 seconds Testing time for Neural Network: 0.0007867813110351562 seconds RMSE for Neural Network: 0.45509611675824235 MAE for Neural Network: 0.3774899145237072 Training time for Neural Network: 0.40862488746643066 seconds Testing time for Neural Network: 0.0006101131439208984 seconds RMSE for Neural Network: 0.7119240118097352 MAE for Neural Network: 0.5761029337683683 Training time for Neural Network: 0.43489933013916016 seconds Testing time for Neural Network: 0.0011730194091796875 seconds RMSE for Neural Network: 421.812939513824 MAE for Neural Network: 335.9570651168561 Training time for Neural Network: 0.4180901050567627 seconds Testing time for Neural Network: 0.0019030570983886719 seconds RMSE for Neural Network: 0.4088558515773587 MAE for Neural Network: 0.32589204341986766 Training time for Neural Network: 0.403501033782959 seconds Testing time for Neural Network: 0.0005970001220703125 seconds RMSE for Neural Network: 422.1970090262598 MAE for Neural Network: 336.43915956879675 Training time for Neural Network: 0.41851282119750977 seconds Testing time for Neural Network: 0.0006561279296875 seconds RMSE for Neural Network: 0.2939539486541262 MAE for Neural Network: 0.2311302973679703 Training time for Neural Network: 0.4205629825592041 seconds Testing time for Neural Network: 0.0006489753723144531 seconds RMSE for Neural Network: 422.5910681509755 MAE for Neural Network: 336.93353134056116 Training time for Neural Network: 1.4503211975097656 seconds Testing time for Neural Network: 0.0006577968597412109 seconds RMSE for Neural Network: 0.3524295945435873 MAE for Neural Network: 0.26128476335569273 Training time for Neural Network: 0.3634970188140869 seconds Testing time for Neural Network: 0.0006530284881591797 seconds RMSE for Neural Network: 424.0040198149314 MAE for Neural Network: 338.70400422767256 Training time for Neural Network: 0.46765899658203125 seconds Testing time for Neural Network: 0.0006449222564697266 seconds RMSE for Neural Network: 424.218598238833 MAE for Neural Network: 338.972584071867 Training time for Neural Network: 0.3609912395477295 seconds Testing time for Neural Network: 0.0005917549133300781 seconds RMSE for Neural Network: 422.24674035013174 MAE for Neural Network: 336.5015652221399 Training time for Neural Network: 0.30686330795288086 seconds Testing time for Neural Network: 0.0005469322204589844 seconds RMSE for Neural Network: 0.2988983776251638 MAE for Neural Network: 0.23900605548085652 Training time for Neural Network: 0.4739668369293213 seconds Testing time for Neural Network: 0.002274036407470703 seconds RMSE for Neural Network: 421.6820691549803 MAE for Neural Network: 335.79273534051345 Training time for Neural Network: 0.31462883949279785 seconds Testing time for Neural Network: 0.0005691051483154297 seconds RMSE for Neural Network: 421.83948345902877 MAE for Neural Network: 335.990391924559 Training time for Neural Network: 0.17419004440307617 seconds Testing time for Neural Network: 0.003567934036254883 seconds RMSE for Neural Network: 424.37628388058323 MAE for Neural Network: 339.16990429714116 Training time for Neural Network: 0.7729899883270264 seconds Testing time for Neural Network: 0.0026149749755859375 seconds RMSE for Neural Network: 0.43222389802235706 MAE for Neural Network: 0.3415120595218526 Training time for Neural Network: 0.6792807579040527 seconds Testing time for Neural Network: 0.002886056900024414 seconds RMSE for Neural Network: 0.6464638471646411 MAE for Neural Network: 0.5215308173565978 Training time for Neural Network: 0.756829023361206 seconds Testing time for Neural Network: 0.0025398731231689453 seconds RMSE for Neural Network: 0.32507763764287034 MAE for Neural Network: 0.23062878829056857 Training time for Neural Network: 0.5491352081298828 seconds Testing time for Neural Network: 0.0006399154663085938 seconds RMSE for Neural Network: 422.6033437620675 MAE for Neural Network: 336.94892761295256 Training time for Neural Network: 0.7247250080108643 seconds Testing time for Neural Network: 0.0006117820739746094 seconds RMSE for Neural Network: 422.39195741993143 MAE for Neural Network: 336.68376758269727 Training time for Neural Network: 0.5713956356048584 seconds Testing time for Neural Network: 0.0006477832794189453 seconds RMSE for Neural Network: 0.15499761945958807 MAE for Neural Network: 0.12269191601211052 Training time for Neural Network: 0.5280308723449707 seconds Testing time for Neural Network: 0.0007112026214599609 seconds RMSE for Neural Network: 0.2342793504247746 MAE for Neural Network: 0.18687453787957017 Training time for Neural Network: 0.5785658359527588 seconds Testing time for Neural Network: 0.0022439956665039062 seconds RMSE for Neural Network: 0.4050644341520608 MAE for Neural Network: 0.2824454512685466 Training time for Neural Network: 0.2003779411315918 seconds Testing time for Neural Network: 0.0005660057067871094 seconds RMSE for Neural Network: 422.4338330371821 MAE for Neural Network: 336.73630180769703 Training time for Neural Network: 0.6660232543945312 seconds Testing time for Neural Network: 0.0014319419860839844 seconds RMSE for Neural Network: 10.773409072294367 MAE for Neural Network: 9.137651513139229 Training time for Neural Network: 0.6389210224151611 seconds Testing time for Neural Network: 0.0017459392547607422 seconds RMSE for Neural Network: 422.3757286765528 MAE for Neural Network: 336.6634073309534 Training time for Neural Network: 0.4643557071685791 seconds Testing time for Neural Network: 0.0009682178497314453 seconds RMSE for Neural Network: 1.2370113505763431 MAE for Neural Network: 0.9990324562748847 Training time for Neural Network: 0.7701609134674072 seconds Testing time for Neural Network: 0.005216121673583984 seconds RMSE for Neural Network: 423.3539311877862 MAE for Neural Network: 337.8898410914293 Training time for Neural Network: 0.604619026184082 seconds Testing time for Neural Network: 0.0008251667022705078 seconds RMSE for Neural Network: 422.1852560229988 MAE for Neural Network: 336.42441062420477 Training time for Neural Network: 0.7793431282043457 seconds Testing time for Neural Network: 0.0006728172302246094 seconds RMSE for Neural Network: 424.08296697064696 MAE for Neural Network: 338.8028284050553 Training time for Neural Network: 0.4638030529022217 seconds Testing time for Neural Network: 0.0006139278411865234 seconds RMSE for Neural Network: 0.3212847673894796 MAE for Neural Network: 0.25148479322503936 Training time for Neural Network: 0.45475292205810547 seconds Testing time for Neural Network: 0.0006380081176757812 seconds RMSE for Neural Network: 422.7458395207243 MAE for Neural Network: 337.1276293819902 Training time for Neural Network: 0.6482441425323486 seconds Testing time for Neural Network: 0.0007143020629882812 seconds RMSE for Neural Network: 423.9719295848805 MAE for Neural Network: 338.66383145615856 Training time for Neural Network: 0.4305899143218994 seconds Testing time for Neural Network: 0.0006120204925537109 seconds RMSE for Neural Network: 422.3237933242204 MAE for Neural Network: 336.59824727469606 Training time for Neural Network: 0.4965181350708008 seconds Testing time for Neural Network: 0.0006480216979980469 seconds RMSE for Neural Network: 422.03006300600333 MAE for Neural Network: 336.2296354301472 Training time for Neural Network: 0.4468350410461426 seconds Testing time for Neural Network: 0.0006368160247802734 seconds RMSE for Neural Network: 424.1949775829935 MAE for Neural Network: 338.94302274464195 Training time for Neural Network: 0.7083959579467773 seconds Testing time for Neural Network: 0.0006098747253417969 seconds RMSE for Neural Network: 422.3065708219641 MAE for Neural Network: 336.5766382564974 Training time for Neural Network: 0.7078640460968018 seconds Testing time for Neural Network: 0.0006518363952636719 seconds RMSE for Neural Network: 422.0067156302723 MAE for Neural Network: 336.20032971085567 Training time for Neural Network: 0.7512681484222412 seconds Testing time for Neural Network: 0.0018343925476074219 seconds RMSE for Neural Network: 422.16366913225215 MAE for Neural Network: 336.3973204349942 Training time for Neural Network: 0.6291611194610596 seconds Testing time for Neural Network: 0.0006089210510253906 seconds RMSE for Neural Network: 423.50623822336706 MAE for Neural Network: 338.08065232240943 Training time for Neural Network: 0.8499860763549805 seconds Testing time for Neural Network: 0.000644683837890625 seconds RMSE for Neural Network: 0.3495467958818513 MAE for Neural Network: 0.27286271540770457 Training time for Neural Network: 0.9971630573272705 seconds Testing time for Neural Network: 0.0006189346313476562 seconds RMSE for Neural Network: 0.340714739312402 MAE for Neural Network: 0.25977511140655685 Training time for Neural Network: 0.6603379249572754 seconds Testing time for Neural Network: 0.0006239414215087891 seconds RMSE for Neural Network: 421.95675303106384 MAE for Neural Network: 336.13761332102774 Training time for Neural Network: 0.5043330192565918 seconds Testing time for Neural Network: 0.0008511543273925781 seconds RMSE for Neural Network: 423.1946860357692 MAE for Neural Network: 337.69029590669584 Training time for Neural Network: 0.5484240055084229 seconds Testing time for Neural Network: 0.0006289482116699219 seconds RMSE for Neural Network: 423.2950313222578 MAE for Neural Network: 337.8160404758035 Training time for Neural Network: 0.7812139987945557 seconds Testing time for Neural Network: 0.0027840137481689453 seconds RMSE for Neural Network: 422.2038061269169 MAE for Neural Network: 336.44768920100165 Training time for Neural Network: 0.49112606048583984 seconds Testing time for Neural Network: 0.0005979537963867188 seconds RMSE for Neural Network: 0.6060315638962965 MAE for Neural Network: 0.49720376559813945 Training time for Neural Network: 0.5232870578765869 seconds Testing time for Neural Network: 0.00061798095703125 seconds RMSE for Neural Network: 0.21742488324598727 MAE for Neural Network: 0.17064305629630602 Training time for Neural Network: 0.5332059860229492 seconds Testing time for Neural Network: 0.0006189346313476562 seconds RMSE for Neural Network: 0.18200132221094947 MAE for Neural Network: 0.1483779898427077 Training time for Neural Network: 0.5849940776824951 seconds Testing time for Neural Network: 0.0006279945373535156 seconds RMSE for Neural Network: 422.3123677154154 MAE for Neural Network: 336.58391165657156 Training time for Neural Network: 0.5200042724609375 seconds Testing time for Neural Network: 0.0005807876586914062 seconds RMSE for Neural Network: 0.3216734342312664 MAE for Neural Network: 0.24897167582768406 Training time for Neural Network: 0.5133540630340576 seconds Testing time for Neural Network: 0.0038330554962158203 seconds RMSE for Neural Network: 0.17025225527595889 MAE for Neural Network: 0.13143092006925422 Training time for Neural Network: 0.5540299415588379 seconds Testing time for Neural Network: 0.0006430149078369141 seconds RMSE for Neural Network: 423.18768861263095 MAE for Neural Network: 337.6815266696412 Training time for Neural Network: 0.5846359729766846 seconds Testing time for Neural Network: 0.002128124237060547 seconds RMSE for Neural Network: 424.2365123458964 MAE for Neural Network: 338.9950030133903 Training time for Neural Network: 0.7063519954681396 seconds Testing time for Neural Network: 0.0006418228149414062 seconds RMSE for Neural Network: 0.343046155905792 MAE for Neural Network: 0.280587883004017 Training time for Neural Network: 0.6963510513305664 seconds Testing time for Neural Network: 0.0006031990051269531 seconds RMSE for Neural Network: 423.1487432512599 MAE for Neural Network: 337.6327184615839 Training time for Neural Network: 0.7009410858154297 seconds Testing time for Neural Network: 0.006355762481689453 seconds RMSE for Neural Network: 0.17184510151010943 MAE for Neural Network: 0.1344980779807231 Training time for Neural Network: 1.1912949085235596 seconds Testing time for Neural Network: 0.002801179885864258 seconds RMSE for Neural Network: 422.621614608169 MAE for Neural Network: 336.9718427326744 Training time for Neural Network: 0.6597468852996826 seconds Testing time for Neural Network: 0.0007860660552978516 seconds RMSE for Neural Network: 422.03568416451316 MAE for Neural Network: 336.2366909914015 Training time for Neural Network: 0.8388168811798096 seconds Testing time for Neural Network: 0.006819248199462891 seconds RMSE for Neural Network: 0.22666329515704547 MAE for Neural Network: 0.17274654304078424 Training time for Neural Network: 1.3009710311889648 seconds Testing time for Neural Network: 0.0006020069122314453 seconds RMSE for Neural Network: 423.5396869432827 MAE for Neural Network: 338.12255186049384 Training time for Neural Network: 0.7508640289306641 seconds Testing time for Neural Network: 0.0007598400115966797 seconds RMSE for Neural Network: 424.00013520739066 MAE for Neural Network: 338.6991412987698 Training time for Neural Network: 0.49503421783447266 seconds Testing time for Neural Network: 0.0006787776947021484 seconds RMSE for Neural Network: 424.3159458521936 MAE for Neural Network: 339.0944050925644 Training time for Neural Network: 0.8291659355163574 seconds Testing time for Neural Network: 0.0008559226989746094 seconds RMSE for Neural Network: 423.20157167315966 MAE for Neural Network: 337.69892497203926 Training time for Neural Network: 0.6450202465057373 seconds Testing time for Neural Network: 0.0018489360809326172 seconds RMSE for Neural Network: 422.66702573134455 MAE for Neural Network: 337.0287944689884 Training time for Neural Network: 0.5137801170349121 seconds Testing time for Neural Network: 0.0006349086761474609 seconds RMSE for Neural Network: 0.40421758282745734 MAE for Neural Network: 0.33311588744161946 Training time for Neural Network: 0.494647741317749 seconds Testing time for Neural Network: 0.0029249191284179688 seconds RMSE for Neural Network: 423.4164582243242 MAE for Neural Network: 337.9681800937322 Training time for Neural Network: 0.36601996421813965 seconds Testing time for Neural Network: 0.0005941390991210938 seconds RMSE for Neural Network: 421.7076904166974 MAE for Neural Network: 335.8249094650717 Training time for Neural Network: 0.5499191284179688 seconds Testing time for Neural Network: 0.0026319026947021484 seconds RMSE for Neural Network: 423.66205006295655 MAE for Neural Network: 338.27581398052337 Training time for Neural Network: 0.4363667964935303 seconds Testing time for Neural Network: 0.0006191730499267578 seconds RMSE for Neural Network: 421.79145937414546 MAE for Neural Network: 335.9300952007872 Training time for Neural Network: 0.3775930404663086 seconds Testing time for Neural Network: 0.0007479190826416016 seconds RMSE for Neural Network: 0.5450651415092252 MAE for Neural Network: 0.4273687880853286 Training time for Neural Network: 0.36449503898620605 seconds Testing time for Neural Network: 0.0005779266357421875 seconds RMSE for Neural Network: 0.6892430800886995 MAE for Neural Network: 0.5275859833386989 Training time for Neural Network: 0.4660170078277588 seconds Testing time for Neural Network: 0.0022809505462646484 seconds RMSE for Neural Network: 422.098401324926 MAE for Neural Network: 336.315408599869 Training time for Neural Network: 0.5670289993286133 seconds Testing time for Neural Network: 0.0006909370422363281 seconds RMSE for Neural Network: 422.95946743408774 MAE for Neural Network: 337.3954723359009 Training time for Neural Network: 0.4331378936767578 seconds Testing time for Neural Network: 0.001965045928955078 seconds RMSE for Neural Network: 421.8914534465814 MAE for Neural Network: 336.05563847658846 Training time for Neural Network: 0.550224781036377 seconds Testing time for Neural Network: 0.0021479129791259766 seconds RMSE for Neural Network: 424.0889126168055 MAE for Neural Network: 338.81027060162 Training time for Neural Network: 0.5380258560180664 seconds Testing time for Neural Network: 0.0006940364837646484 seconds RMSE for Neural Network: 423.98582264001925 MAE for Neural Network: 338.68122395605633 Training time for Neural Network: 0.42145681381225586 seconds Testing time for Neural Network: 0.0016722679138183594 seconds RMSE for Neural Network: 423.9644235862103 MAE for Neural Network: 338.65443467851713 Training time for Neural Network: 5.901277303695679 seconds Testing time for Neural Network: 0.011107683181762695 seconds RMSE for Neural Network: 423.04143063480103 MAE for Neural Network: 337.49821583851036 Training time for Neural Network: 4.877238035202026 seconds Testing time for Neural Network: 0.0014498233795166016 seconds RMSE for Neural Network: 422.9801228346437 MAE for Neural Network: 337.42136561552945 Training time for Neural Network: 0.7608859539031982 seconds Testing time for Neural Network: 0.0006289482116699219 seconds RMSE for Neural Network: 424.4002495228284 MAE for Neural Network: 339.19989011743144 Training time for Neural Network: 0.9167640209197998 seconds Testing time for Neural Network: 0.0006940364837646484 seconds RMSE for Neural Network: 423.74264658036134 MAE for Neural Network: 338.37674889325297 Training time for Neural Network: 0.6847140789031982 seconds Testing time for Neural Network: 0.0006556510925292969 seconds RMSE for Neural Network: 0.32734112959334477 MAE for Neural Network: 0.25138981502222785 Training time for Neural Network: 0.5168750286102295 seconds Testing time for Neural Network: 0.0006148815155029297 seconds RMSE for Neural Network: 423.80595717185105 MAE for Neural Network: 338.4560281557817 Training time for Neural Network: 1.1065311431884766 seconds Testing time for Neural Network: 0.0031871795654296875 seconds RMSE for Neural Network: 0.3305324570939617 MAE for Neural Network: 0.27275333139984825 Training time for Neural Network: 1.7691340446472168 seconds Testing time for Neural Network: 0.00670623779296875 seconds RMSE for Neural Network: 424.1164113990889 MAE for Neural Network: 338.8446902028712 Training time for Neural Network: 0.6937170028686523 seconds Testing time for Neural Network: 0.0006320476531982422 seconds RMSE for Neural Network: 0.14742170635043045 MAE for Neural Network: 0.11447332158582983 Training time for Neural Network: 0.8117687702178955 seconds Testing time for Neural Network: 0.0019960403442382812 seconds RMSE for Neural Network: 423.8605898477931 MAE for Neural Network: 338.52443528755435 Training time for Neural Network: 0.4425058364868164 seconds Testing time for Neural Network: 0.0006051063537597656 seconds RMSE for Neural Network: 0.20699710139317185 MAE for Neural Network: 0.16603821753932685 Training time for Neural Network: 0.6699340343475342 seconds Testing time for Neural Network: 0.0006439685821533203 seconds RMSE for Neural Network: 7.910410497965017 MAE for Neural Network: 6.53769288404307 Training time for Neural Network: 0.7808949947357178 seconds Testing time for Neural Network: 0.0006241798400878906 seconds RMSE for Neural Network: 421.97384019071546 MAE for Neural Network: 336.1590627455074 Training time for Neural Network: 1.0581169128417969 seconds Testing time for Neural Network: 0.0023832321166992188 seconds RMSE for Neural Network: 0.22875133453398058 MAE for Neural Network: 0.17089949206286892 Training time for Neural Network: 0.9046719074249268 seconds Testing time for Neural Network: 0.0006272792816162109 seconds RMSE for Neural Network: 0.2023167024928567 MAE for Neural Network: 0.15640997453515376 Training time for Neural Network: 1.1523919105529785 seconds Testing time for Neural Network: 0.0008723735809326172 seconds RMSE for Neural Network: 424.1206551498741 MAE for Neural Network: 338.85000189670495 Training time for Neural Network: 0.19026994705200195 seconds Testing time for Neural Network: 0.0005879402160644531 seconds RMSE for Neural Network: 423.6533977215273 MAE for Neural Network: 338.2649775865559 Training time for Neural Network: 0.7124910354614258 seconds Testing time for Neural Network: 0.0006380081176757812 seconds RMSE for Neural Network: 0.23839612911473346 MAE for Neural Network: 0.18177501385934464 Training time for Neural Network: 0.47089600563049316 seconds Testing time for Neural Network: 0.0011749267578125 seconds RMSE for Neural Network: 1.0265348281283355 MAE for Neural Network: 0.8560288221240804 Training time for Neural Network: 0.7141649723052979 seconds Testing time for Neural Network: 0.0006721019744873047 seconds RMSE for Neural Network: 421.66943576687686 MAE for Neural Network: 335.77687043719203 Training time for Neural Network: 0.6061019897460938 seconds Testing time for Neural Network: 0.0012438297271728516 seconds RMSE for Neural Network: 0.21357864873300983 MAE for Neural Network: 0.15702392324593437 Training time for Neural Network: 0.5164039134979248 seconds Testing time for Neural Network: 0.00063323974609375 seconds RMSE for Neural Network: 0.6888785248506436 MAE for Neural Network: 0.5302130861672346 Training time for Neural Network: 0.8223099708557129 seconds Testing time for Neural Network: 0.0009560585021972656 seconds RMSE for Neural Network: 424.0176687319854 MAE for Neural Network: 338.7210903642497 Training time for Neural Network: 0.6487061977386475 seconds Testing time for Neural Network: 0.0011136531829833984 seconds RMSE for Neural Network: 421.6656439500408 MAE for Neural Network: 335.77210865174777 Training time for Neural Network: 1.5685498714447021 seconds Testing time for Neural Network: 0.002324342727661133 seconds RMSE for Neural Network: 424.24686087751735 MAE for Neural Network: 339.00795363098206 Training time for Neural Network: 0.9884397983551025 seconds Testing time for Neural Network: 0.0062372684478759766 seconds RMSE for Neural Network: 0.22718158082894402 MAE for Neural Network: 0.17162260407756705 Training time for Neural Network: 1.1502108573913574 seconds Testing time for Neural Network: 0.005023002624511719 seconds RMSE for Neural Network: 423.3422716187077 MAE for Neural Network: 337.87523229725826 Training time for Neural Network: 0.8167760372161865 seconds Testing time for Neural Network: 0.0007910728454589844 seconds RMSE for Neural Network: 422.3676414792745 MAE for Neural Network: 336.6532611299101 Training time for Neural Network: 1.3244287967681885 seconds Testing time for Neural Network: 0.0014939308166503906 seconds RMSE for Neural Network: 421.8815592625442 MAE for Neural Network: 336.04321702190936 Training time for Neural Network: 1.3025507926940918 seconds Testing time for Neural Network: 0.0006639957427978516 seconds RMSE for Neural Network: 422.6792118917713 MAE for Neural Network: 337.0440769782009 Training time for Neural Network: 1.1420133113861084 seconds Testing time for Neural Network: 0.00553584098815918 seconds RMSE for Neural Network: 0.25214564859205807 MAE for Neural Network: 0.2039144138534877 Training time for Neural Network: 0.9446141719818115 seconds Testing time for Neural Network: 0.0006730556488037109 seconds RMSE for Neural Network: 423.35318538068867 MAE for Neural Network: 337.8889066433141 Training time for Neural Network: 0.9632160663604736 seconds Testing time for Neural Network: 0.004415273666381836 seconds RMSE for Neural Network: 423.1388634966683 MAE for Neural Network: 337.6203362682565 Training time for Neural Network: 1.347062110900879 seconds Testing time for Neural Network: 0.0006568431854248047 seconds RMSE for Neural Network: 423.4444567914456 MAE for Neural Network: 338.0032568601093 Training time for Neural Network: 0.7236740589141846 seconds Testing time for Neural Network: 0.0006830692291259766 seconds RMSE for Neural Network: 422.38304598737113 MAE for Neural Network: 336.67258753603363 Training time for Neural Network: 0.18095731735229492 seconds Testing time for Neural Network: 0.0012679100036621094 seconds RMSE for Neural Network: 1.0344281864840814 MAE for Neural Network: 0.8335945532923299 Training time for Neural Network: 1.0022859573364258 seconds Testing time for Neural Network: 0.0008730888366699219 seconds RMSE for Neural Network: 13.374249688016516 MAE for Neural Network: 10.925632584570035 Training time for Neural Network: 0.5203509330749512 seconds Testing time for Neural Network: 0.0015439987182617188 seconds RMSE for Neural Network: 424.35737209299083 MAE for Neural Network: 339.1462411855801 Training time for Neural Network: 0.6737010478973389 seconds Testing time for Neural Network: 0.0006299018859863281 seconds RMSE for Neural Network: 0.484714386807614 MAE for Neural Network: 0.3905387612801542 Training time for Neural Network: 0.9028611183166504 seconds Testing time for Neural Network: 0.007246971130371094 seconds RMSE for Neural Network: 423.96562691817155 MAE for Neural Network: 338.65594113902205 Training time for Neural Network: 1.049973964691162 seconds Testing time for Neural Network: 0.0006337165832519531 seconds RMSE for Neural Network: 0.24427579258073906 MAE for Neural Network: 0.19005775646418246 Training time for Neural Network: 1.1465530395507812 seconds Testing time for Neural Network: 0.0006389617919921875 seconds RMSE for Neural Network: 422.7891173641235 MAE for Neural Network: 337.181896640631 Training time for Neural Network: 0.5722830295562744 seconds Testing time for Neural Network: 0.0022890567779541016 seconds RMSE for Neural Network: 424.30889460639366 MAE for Neural Network: 339.0855816792248 Training time for Neural Network: 1.130685806274414 seconds Testing time for Neural Network: 0.008894920349121094 seconds RMSE for Neural Network: 0.23968897042159262 MAE for Neural Network: 0.195964222340809 Training time for Neural Network: 0.8858580589294434 seconds Testing time for Neural Network: 0.0006868839263916016 seconds RMSE for Neural Network: 423.3980318510994 MAE for Neural Network: 337.94509470626014 Training time for Neural Network: 0.6501340866088867 seconds Testing time for Neural Network: 0.0014178752899169922 seconds RMSE for Neural Network: 0.16661722518014044 MAE for Neural Network: 0.13670427908868937 Training time for Neural Network: 0.7493510246276855 seconds Testing time for Neural Network: 0.013757944107055664 seconds RMSE for Neural Network: 0.2718672868957013 MAE for Neural Network: 0.21038257074559655 Training time for Neural Network: 0.7722389698028564 seconds Testing time for Neural Network: 0.0006320476531982422 seconds RMSE for Neural Network: 422.43896714874586 MAE for Neural Network: 336.7427424998758 Training time for Neural Network: 0.5683860778808594 seconds Testing time for Neural Network: 0.0006330013275146484 seconds RMSE for Neural Network: 0.28431532929661996 MAE for Neural Network: 0.23323435511684854 Training time for Neural Network: 0.6363849639892578 seconds Testing time for Neural Network: 0.0005960464477539062 seconds RMSE for Neural Network: 423.5034008130102 MAE for Neural Network: 338.07709795374154 Training time for Neural Network: 0.5715510845184326 seconds Testing time for Neural Network: 0.0005919933319091797 seconds RMSE for Neural Network: 422.44100855261604 MAE for Neural Network: 336.74530340836225 Training time for Neural Network: 0.7166368961334229 seconds Testing time for Neural Network: 0.0015711784362792969 seconds RMSE for Neural Network: 421.86625447650385 MAE for Neural Network: 336.0240026049818 Training time for Neural Network: 0.1960599422454834 seconds Testing time for Neural Network: 0.0005738735198974609 seconds RMSE for Neural Network: 54.27812624301899 MAE for Neural Network: 51.4870424392626 Training time for Neural Network: 1.1304519176483154 seconds Testing time for Neural Network: 0.002070188522338867 seconds RMSE for Neural Network: 423.8542769086113 MAE for Neural Network: 338.51653093218397 Training time for Neural Network: 1.128744125366211 seconds Testing time for Neural Network: 0.0006756782531738281 seconds RMSE for Neural Network: 421.81587317222267 MAE for Neural Network: 335.96074848214516 Training time for Neural Network: 0.7059900760650635 seconds Testing time for Neural Network: 0.0006580352783203125 seconds RMSE for Neural Network: 421.98645460092007 MAE for Neural Network: 336.17489722954167 Training time for Neural Network: 0.7526149749755859 seconds Testing time for Neural Network: 0.000614166259765625 seconds RMSE for Neural Network: 0.17629506861210417 MAE for Neural Network: 0.1423131704186941 Training time for Neural Network: 0.8576817512512207 seconds Testing time for Neural Network: 0.0006532669067382812 seconds RMSE for Neural Network: 0.38598963637160627 MAE for Neural Network: 0.30306025003388626 Training time for Neural Network: 0.7223758697509766 seconds Testing time for Neural Network: 0.002732992172241211 seconds RMSE for Neural Network: 423.81121794268506 MAE for Neural Network: 338.46261553486323 Training time for Neural Network: 0.1387770175933838 seconds Testing time for Neural Network: 0.0005619525909423828 seconds RMSE for Neural Network: 0.7626676974783582 MAE for Neural Network: 0.6205414616121111 Training time for Neural Network: 0.7848200798034668 seconds Testing time for Neural Network: 0.0017600059509277344 seconds RMSE for Neural Network: 0.4568683481801223 MAE for Neural Network: 0.37999770514079356 Training time for Neural Network: 0.7230467796325684 seconds Testing time for Neural Network: 0.0007221698760986328 seconds RMSE for Neural Network: 0.6358137833277023 MAE for Neural Network: 0.49078663229264136 Training time for Neural Network: 0.6803441047668457 seconds Testing time for Neural Network: 0.0008199214935302734 seconds RMSE for Neural Network: 421.93441990848527 MAE for Neural Network: 336.10957791194886 Training time for Neural Network: 0.6722080707550049 seconds Testing time for Neural Network: 0.0005908012390136719 seconds RMSE for Neural Network: 0.16808272692284218 MAE for Neural Network: 0.12496097020298955 Training time for Neural Network: 0.7018401622772217 seconds Testing time for Neural Network: 0.0006489753723144531 seconds RMSE for Neural Network: 0.2287280042814274 MAE for Neural Network: 0.1791566237456145 Training time for Neural Network: 0.6030929088592529 seconds Testing time for Neural Network: 0.000637054443359375 seconds RMSE for Neural Network: 424.1815214188554 MAE for Neural Network: 338.92618189489787 Training time for Neural Network: 0.5396909713745117 seconds Testing time for Neural Network: 0.0019130706787109375 seconds RMSE for Neural Network: 18.128091580143327 MAE for Neural Network: 15.063837979985205 Training time for Neural Network: 0.37522101402282715 seconds Testing time for Neural Network: 0.002351045608520508 seconds RMSE for Neural Network: 423.38117545568434 MAE for Neural Network: 337.92397575619805 Training time for Neural Network: 0.512286901473999 seconds Testing time for Neural Network: 0.0020177364349365234 seconds RMSE for Neural Network: 0.9609002916914976 MAE for Neural Network: 0.7723938806306099 Training time for Neural Network: 0.6043930053710938 seconds Testing time for Neural Network: 0.002802133560180664 seconds RMSE for Neural Network: 422.26330141553893 MAE for Neural Network: 336.52234603810314 Training time for Neural Network: 0.6721930503845215 seconds Testing time for Neural Network: 0.0012722015380859375 seconds RMSE for Neural Network: 423.54085577469556 MAE for Neural Network: 338.12401596307825 Training time for Neural Network: 0.4626731872558594 seconds Testing time for Neural Network: 0.0006530284881591797 seconds RMSE for Neural Network: 0.5065383572961288 MAE for Neural Network: 0.398373080381109 Training time for Neural Network: 0.5567822456359863 seconds Testing time for Neural Network: 0.0014450550079345703 seconds RMSE for Neural Network: 0.725255420180359 MAE for Neural Network: 0.5784876430100985 Training time for Neural Network: 0.41152310371398926 seconds Testing time for Neural Network: 0.0005629062652587891 seconds RMSE for Neural Network: 423.02276867906517 MAE for Neural Network: 337.47482347804913 Training time for Neural Network: 0.48616600036621094 seconds Testing time for Neural Network: 0.0038406848907470703 seconds RMSE for Neural Network: 0.5431112579394909 MAE for Neural Network: 0.42257660268882913 Training time for Neural Network: 0.4014570713043213 seconds Testing time for Neural Network: 0.0005819797515869141 seconds RMSE for Neural Network: 421.6893827435815 MAE for Neural Network: 335.80191955869054 Training time for Neural Network: 0.534743070602417 seconds Testing time for Neural Network: 0.0010979175567626953 seconds RMSE for Neural Network: 424.18618743444193 MAE for Neural Network: 338.9320216072922 Training time for Neural Network: 0.5645711421966553 seconds Testing time for Neural Network: 0.0010528564453125 seconds RMSE for Neural Network: 0.4003771712066528 MAE for Neural Network: 0.3111543572127644 Training time for Neural Network: 0.7541518211364746 seconds Testing time for Neural Network: 0.0006511211395263672 seconds RMSE for Neural Network: 424.0713275224876 MAE for Neural Network: 338.7882590753751 Training time for Neural Network: 1.9044790267944336 seconds Testing time for Neural Network: 0.0011668205261230469 seconds RMSE for Neural Network: 0.30157405287202055 MAE for Neural Network: 0.24407359190722575 Training time for Neural Network: 0.13585114479064941 seconds Testing time for Neural Network: 0.0004916191101074219 seconds RMSE for Neural Network: 422.7768562977644 MAE for Neural Network: 337.1665224805972 Training time for Neural Network: 0.7721567153930664 seconds Testing time for Neural Network: 0.0024330615997314453 seconds RMSE for Neural Network: 0.25677450207237124 MAE for Neural Network: 0.2039521473753397 Training time for Neural Network: 0.616908073425293 seconds Testing time for Neural Network: 0.0031480789184570312 seconds RMSE for Neural Network: 0.3314801414658584 MAE for Neural Network: 0.24385438805720228 Training time for Neural Network: 0.658890962600708 seconds Testing time for Neural Network: 0.0016160011291503906 seconds RMSE for Neural Network: 421.7035114173524 MAE for Neural Network: 335.8196617268911 Training time for Neural Network: 0.12914276123046875 seconds Testing time for Neural Network: 0.0005800724029541016 seconds RMSE for Neural Network: 25.167740698185657 MAE for Neural Network: 21.70285936973587 Training time for Neural Network: 0.6961159706115723 seconds Testing time for Neural Network: 0.0009152889251708984 seconds RMSE for Neural Network: 0.30912285364299347 MAE for Neural Network: 0.24950410623705863 Training time for Neural Network: 0.5742058753967285 seconds Testing time for Neural Network: 0.0006220340728759766 seconds RMSE for Neural Network: 424.0341824472267 MAE for Neural Network: 338.7417623268889 Training time for Neural Network: 0.44806504249572754 seconds Testing time for Neural Network: 0.00055694580078125 seconds RMSE for Neural Network: 423.94746754120575 MAE for Neural Network: 338.63320701791815 Training time for Neural Network: 0.6401970386505127 seconds Testing time for Neural Network: 0.0015158653259277344 seconds RMSE for Neural Network: 424.10397692188974 MAE for Neural Network: 338.82912640680894 Training time for Neural Network: 0.23545122146606445 seconds Testing time for Neural Network: 0.0017910003662109375 seconds RMSE for Neural Network: 2.3524319824201227 MAE for Neural Network: 1.9378042314870862 Training time for Neural Network: 0.13093090057373047 seconds Testing time for Neural Network: 0.001584768295288086 seconds RMSE for Neural Network: 422.3706159694176 MAE for Neural Network: 336.65699293943646 Training time for Neural Network: 0.5371048450469971 seconds Testing time for Neural Network: 0.0005939006805419922 seconds RMSE for Neural Network: 422.0389928525647 MAE for Neural Network: 336.2408439625467 Training time for Neural Network: 0.43885111808776855 seconds Testing time for Neural Network: 0.0006070137023925781 seconds RMSE for Neural Network: 422.5726492750251 MAE for Neural Network: 336.91042960400017 Training time for Neural Network: 0.424576997756958 seconds Testing time for Neural Network: 0.0005908012390136719 seconds RMSE for Neural Network: 422.35306053307033 MAE for Neural Network: 336.6349675869842 Training time for Neural Network: 0.5408797264099121 seconds Testing time for Neural Network: 0.0006232261657714844 seconds RMSE for Neural Network: 423.50973625873996 MAE for Neural Network: 338.08503422450696 Training time for Neural Network: 0.6894569396972656 seconds Testing time for Neural Network: 0.0020449161529541016 seconds RMSE for Neural Network: 424.2055008506541 MAE for Neural Network: 338.9561927633021 Training time for Neural Network: 1.079233169555664 seconds Testing time for Neural Network: 0.0006630420684814453 seconds RMSE for Neural Network: 422.186931473198 MAE for Neural Network: 336.426513175453 Training time for Neural Network: 0.26584601402282715 seconds Testing time for Neural Network: 0.002315998077392578 seconds RMSE for Neural Network: 29.489007054071664 MAE for Neural Network: 23.91725545023372 Training time for Neural Network: 0.6178131103515625 seconds Testing time for Neural Network: 0.0006997585296630859 seconds RMSE for Neural Network: 423.5194265341987 MAE for Neural Network: 338.09717288450526 Training time for Neural Network: 0.7699432373046875 seconds Testing time for Neural Network: 0.0010170936584472656 seconds RMSE for Neural Network: 422.45029633854995 MAE for Neural Network: 336.7569546975491 Training time for Neural Network: 0.41854405403137207 seconds Testing time for Neural Network: 0.0014481544494628906 seconds RMSE for Neural Network: 0.650451204909692 MAE for Neural Network: 0.5514058540411177 Training time for Neural Network: 0.4375269412994385 seconds Testing time for Neural Network: 0.001583099365234375 seconds RMSE for Neural Network: 421.6940858741117 MAE for Neural Network: 335.80782558159837 Training time for Neural Network: 0.33008289337158203 seconds Testing time for Neural Network: 0.0017840862274169922 seconds RMSE for Neural Network: 0.6777488956296222 MAE for Neural Network: 0.5530522890612913 Training time for Neural Network: 0.9687709808349609 seconds Testing time for Neural Network: 0.001744985580444336 seconds RMSE for Neural Network: 422.8817006414783 MAE for Neural Network: 337.2979786450957 Training time for Neural Network: 0.4782719612121582 seconds Testing time for Neural Network: 0.0005998611450195312 seconds RMSE for Neural Network: 423.2641040382685 MAE for Neural Network: 337.77728672596794 Training time for Neural Network: 0.5712063312530518 seconds Testing time for Neural Network: 0.0010716915130615234 seconds RMSE for Neural Network: 0.24637635440268912 MAE for Neural Network: 0.19525511035660756 Training time for Neural Network: 0.6219110488891602 seconds Testing time for Neural Network: 0.0008230209350585938 seconds RMSE for Neural Network: 423.5043787197795 MAE for Neural Network: 338.0783229600279 Training time for Neural Network: 0.8081040382385254 seconds Testing time for Neural Network: 0.0011339187622070312 seconds RMSE for Neural Network: 9.759082520782096 MAE for Neural Network: 8.452100947485334 Training time for Neural Network: 0.6025972366333008 seconds Testing time for Neural Network: 0.0006556510925292969 seconds RMSE for Neural Network: 422.9871600062123 MAE for Neural Network: 337.43018713618324 Training time for Neural Network: 0.5577187538146973 seconds Testing time for Neural Network: 0.0005900859832763672 seconds RMSE for Neural Network: 0.3729289357223336 MAE for Neural Network: 0.2978842202557881 Training time for Neural Network: 0.5816769599914551 seconds Testing time for Neural Network: 0.0021660327911376953 seconds RMSE for Neural Network: 421.99877212974366 MAE for Neural Network: 336.1903587844985 Training time for Neural Network: 0.22117972373962402 seconds Testing time for Neural Network: 0.0004782676696777344 seconds RMSE for Neural Network: 0.6226019009427486 MAE for Neural Network: 0.48923240035045745 Training time for Neural Network: 0.5521342754364014 seconds Testing time for Neural Network: 0.0019221305847167969 seconds RMSE for Neural Network: 0.3595953821034476 MAE for Neural Network: 0.2889935370278122 Training time for Neural Network: 0.44216299057006836 seconds Testing time for Neural Network: 0.0005421638488769531 seconds RMSE for Neural Network: 422.1020320713886 MAE for Neural Network: 336.31996541899514 Training time for Neural Network: 0.6502337455749512 seconds Testing time for Neural Network: 0.0006461143493652344 seconds RMSE for Neural Network: 422.507775539294 MAE for Neural Network: 336.82905761201926 Training time for Neural Network: 0.5133252143859863 seconds Testing time for Neural Network: 0.0029349327087402344 seconds RMSE for Neural Network: 0.5067976663516298 MAE for Neural Network: 0.39703696546854916 Training time for Neural Network: 0.4786570072174072 seconds Testing time for Neural Network: 0.0023500919342041016 seconds RMSE for Neural Network: 0.6214754223904251 MAE for Neural Network: 0.48426451866003317 Training time for Neural Network: 0.501122236251831 seconds Testing time for Neural Network: 0.000579833984375 seconds RMSE for Neural Network: 421.6836297418083 MAE for Neural Network: 335.7946950933934 Training time for Neural Network: 0.6136069297790527 seconds Testing time for Neural Network: 0.0007479190826416016 seconds RMSE for Neural Network: 421.99376749331225 MAE for Neural Network: 336.1840767553369 Training time for Neural Network: 0.5408139228820801 seconds Testing time for Neural Network: 0.0007340908050537109 seconds RMSE for Neural Network: 0.4122562020018617 MAE for Neural Network: 0.32842560900098233 Training time for Neural Network: 0.47218990325927734 seconds Testing time for Neural Network: 0.0006051063537597656 seconds RMSE for Neural Network: 0.5962092361369823 MAE for Neural Network: 0.49240208374592 Training time for Neural Network: 0.7951478958129883 seconds Testing time for Neural Network: 0.000640869140625 seconds RMSE for Neural Network: 0.37612453411577146 MAE for Neural Network: 0.2756424010097517 Training time for Neural Network: 0.28571414947509766 seconds Testing time for Neural Network: 0.0005362033843994141 seconds RMSE for Neural Network: 1.5404940246249021 MAE for Neural Network: 1.2890071844181048 Training time for Neural Network: 0.4384760856628418 seconds Testing time for Neural Network: 0.0005548000335693359 seconds RMSE for Neural Network: 424.2431282405362 MAE for Neural Network: 339.0032824619174 Training time for Neural Network: 0.6493711471557617 seconds Testing time for Neural Network: 0.0016431808471679688 seconds RMSE for Neural Network: 423.8081928250011 MAE for Neural Network: 338.45882757911903 Training time for Neural Network: 0.9281761646270752 seconds Testing time for Neural Network: 0.0006358623504638672 seconds RMSE for Neural Network: 0.22558707816822043 MAE for Neural Network: 0.1770429991739924 Training time for Neural Network: 0.45029211044311523 seconds Testing time for Neural Network: 0.0014240741729736328 seconds RMSE for Neural Network: 422.6695160781246 MAE for Neural Network: 337.03191760181187 Training time for Neural Network: 0.5593562126159668 seconds Testing time for Neural Network: 0.0006759166717529297 seconds RMSE for Neural Network: 6.674380643109288 MAE for Neural Network: 5.58638682483133 Training time for Neural Network: 0.7507152557373047 seconds Testing time for Neural Network: 0.0006189346313476562 seconds RMSE for Neural Network: 422.481588881974 MAE for Neural Network: 336.7962093089467 Training time for Neural Network: 0.6151971817016602 seconds Testing time for Neural Network: 0.0005829334259033203 seconds RMSE for Neural Network: 423.63916735436845 MAE for Neural Network: 338.24715486954375 Training time for Neural Network: 0.8456099033355713 seconds Testing time for Neural Network: 0.00202178955078125 seconds RMSE for Neural Network: 422.24780363464043 MAE for Neural Network: 336.5028994450366 Training time for Neural Network: 0.7317221164703369 seconds Testing time for Neural Network: 0.000659942626953125 seconds RMSE for Neural Network: 423.0478914188593 MAE for Neural Network: 337.5063141551302 Training time for Neural Network: 0.6490988731384277 seconds Testing time for Neural Network: 0.008069276809692383 seconds RMSE for Neural Network: 422.7426884845277 MAE for Neural Network: 337.12367808827213 Training time for Neural Network: 0.740556001663208 seconds Testing time for Neural Network: 0.001708984375 seconds RMSE for Neural Network: 423.0196306265594 MAE for Neural Network: 337.47088993877566 Training time for Neural Network: 1.5619161128997803 seconds Testing time for Neural Network: 0.0008151531219482422 seconds RMSE for Neural Network: 0.4199963575330673 MAE for Neural Network: 0.3414134923872649 Training time for Neural Network: 0.3296480178833008 seconds Testing time for Neural Network: 0.0005090236663818359 seconds RMSE for Neural Network: 423.60091278401245 MAE for Neural Network: 338.1992415309163 Training time for Neural Network: 0.4417440891265869 seconds Testing time for Neural Network: 0.0005619525909423828 seconds RMSE for Neural Network: 422.3817353839515 MAE for Neural Network: 336.67094327636426 Training time for Neural Network: 0.5540502071380615 seconds Testing time for Neural Network: 0.0014519691467285156 seconds RMSE for Neural Network: 422.82054192766736 MAE for Neural Network: 337.22129875890823 Training time for Neural Network: 0.5734319686889648 seconds Testing time for Neural Network: 0.0055730342864990234 seconds RMSE for Neural Network: 422.3345185460779 MAE for Neural Network: 336.6117039203865 Training time for Neural Network: 0.8401329517364502 seconds Testing time for Neural Network: 0.003679037094116211 seconds RMSE for Neural Network: 0.31085915835058264 MAE for Neural Network: 0.2559638581024729 Training time for Neural Network: 0.664130687713623 seconds Testing time for Neural Network: 0.0010979175567626953 seconds RMSE for Neural Network: 422.4054893085138 MAE for Neural Network: 336.700744071948 Training time for Neural Network: 0.6505520343780518 seconds Testing time for Neural Network: 0.005450010299682617 seconds RMSE for Neural Network: 422.2181434942945 MAE for Neural Network: 336.4656808002968 Training time for Neural Network: 1.0561418533325195 seconds Testing time for Neural Network: 0.002074003219604492 seconds RMSE for Neural Network: 0.46438205113750897 MAE for Neural Network: 0.38778329963718783 Training time for Neural Network: 0.7644727230072021 seconds Testing time for Neural Network: 0.0006842613220214844 seconds RMSE for Neural Network: 0.630527399464504 MAE for Neural Network: 0.5101118807928571 Training time for Neural Network: 0.6807470321655273 seconds Testing time for Neural Network: 0.001931905746459961 seconds RMSE for Neural Network: 423.89822092617356 MAE for Neural Network: 338.5715513226319 Training time for Neural Network: 0.9148049354553223 seconds Testing time for Neural Network: 0.0006289482116699219 seconds RMSE for Neural Network: 423.3088930297939 MAE for Neural Network: 337.833409506443 Training time for Neural Network: 0.878608226776123 seconds Testing time for Neural Network: 0.0006237030029296875 seconds RMSE for Neural Network: 422.2202273337475 MAE for Neural Network: 336.46829572843853 Training time for Neural Network: 0.612739086151123 seconds Testing time for Neural Network: 0.0006358623504638672 seconds RMSE for Neural Network: 424.38894302658093 MAE for Neural Network: 339.1857435445321 Training time for Neural Network: 0.8598427772521973 seconds Testing time for Neural Network: 0.0011281967163085938 seconds RMSE for Neural Network: 1.0347531496908031 MAE for Neural Network: 0.7992755356351392 Training time for Neural Network: 0.6235880851745605 seconds Testing time for Neural Network: 0.0009090900421142578 seconds RMSE for Neural Network: 423.9643130664274 MAE for Neural Network: 338.65429631783235 Training time for Neural Network: 0.7370193004608154 seconds Testing time for Neural Network: 0.0006699562072753906 seconds RMSE for Neural Network: 423.1391502371244 MAE for Neural Network: 337.6206956394028 Training time for Neural Network: 0.5453529357910156 seconds Testing time for Neural Network: 0.0005822181701660156 seconds RMSE for Neural Network: 422.7664798076001 MAE for Neural Network: 337.1535111926738 Training time for Neural Network: 0.4517519474029541 seconds Testing time for Neural Network: 0.0005769729614257812 seconds RMSE for Neural Network: 422.4814180263914 MAE for Neural Network: 336.7959949854349 Training time for Neural Network: 0.6265630722045898 seconds Testing time for Neural Network: 0.0006749629974365234 seconds RMSE for Neural Network: 1.2748064960176988 MAE for Neural Network: 0.9922080225269135 Training time for Neural Network: 0.750420093536377 seconds Testing time for Neural Network: 0.003359079360961914 seconds RMSE for Neural Network: 424.06731744943994 MAE for Neural Network: 338.78323953437047 Training time for Neural Network: 0.6248958110809326 seconds Testing time for Neural Network: 0.00061798095703125 seconds RMSE for Neural Network: 423.93106695015524 MAE for Neural Network: 338.6126742845512 Training time for Neural Network: 0.7062790393829346 seconds Testing time for Neural Network: 0.014057159423828125 seconds RMSE for Neural Network: 0.34717274430256123 MAE for Neural Network: 0.27553727772030256 Training time for Neural Network: 0.74969482421875 seconds Testing time for Neural Network: 0.0006232261657714844 seconds RMSE for Neural Network: 422.6928437384735 MAE for Neural Network: 337.0611722052188 Training time for Neural Network: 0.5726349353790283 seconds Testing time for Neural Network: 0.0017018318176269531 seconds RMSE for Neural Network: 0.1864999382876502 MAE for Neural Network: 0.14072890071213592 Training time for Neural Network: 0.6782968044281006 seconds Testing time for Neural Network: 0.0006704330444335938 seconds RMSE for Neural Network: 422.2853356030682 MAE for Neural Network: 336.5499937988923 Training time for Neural Network: 0.5392320156097412 seconds Testing time for Neural Network: 0.0008318424224853516 seconds RMSE for Neural Network: 422.34108353494554 MAE for Neural Network: 336.6199407374886 Training time for Neural Network: 0.7772021293640137 seconds Testing time for Neural Network: 0.0006248950958251953 seconds RMSE for Neural Network: 424.3690490648523 MAE for Neural Network: 339.16085190488235 Training time for Neural Network: 0.49420690536499023 seconds Testing time for Neural Network: 0.0014421939849853516 seconds RMSE for Neural Network: 422.44081515188867 MAE for Neural Network: 336.7450607905492 Training time for Neural Network: 0.6950500011444092 seconds Testing time for Neural Network: 0.0017328262329101562 seconds RMSE for Neural Network: 16.461412714792093 MAE for Neural Network: 13.758835117627566 Training time for Neural Network: 0.759037971496582 seconds Testing time for Neural Network: 0.0006918907165527344 seconds RMSE for Neural Network: 0.33132917175546917 MAE for Neural Network: 0.2573442723619165 Training time for Neural Network: 0.6492290496826172 seconds Testing time for Neural Network: 0.0006148815155029297 seconds RMSE for Neural Network: 423.8111556586733 MAE for Neural Network: 338.4625375449678 Training time for Neural Network: 0.8834569454193115 seconds Testing time for Neural Network: 0.0006940364837646484 seconds RMSE for Neural Network: 421.8901178220118 MAE for Neural Network: 336.05396170333944 Training time for Neural Network: 0.6792593002319336 seconds Testing time for Neural Network: 0.0014758110046386719 seconds RMSE for Neural Network: 0.23448180455788825 MAE for Neural Network: 0.1850137666615334 Training time for Neural Network: 0.5959579944610596 seconds Testing time for Neural Network: 0.0006778240203857422 seconds RMSE for Neural Network: 0.3135248981123246 MAE for Neural Network: 0.26116626866562465 Training time for Neural Network: 0.42558884620666504 seconds Testing time for Neural Network: 0.0006191730499267578 seconds RMSE for Neural Network: 424.17784947831683 MAE for Neural Network: 338.9215862831521 Training time for Neural Network: 2.096911668777466 seconds Testing time for Neural Network: 0.003453969955444336 seconds RMSE for Neural Network: 0.526084705108072 MAE for Neural Network: 0.4364568124703503 Training time for Neural Network: 0.7447402477264404 seconds Testing time for Neural Network: 0.0011038780212402344 seconds RMSE for Neural Network: 0.4033716478590567 MAE for Neural Network: 0.325197907052422 Training time for Neural Network: 0.7298097610473633 seconds Testing time for Neural Network: 0.000659942626953125 seconds RMSE for Neural Network: 0.3074160131585674 MAE for Neural Network: 0.24771880322912687 Training time for Neural Network: 0.584834098815918 seconds Testing time for Neural Network: 0.0006389617919921875 seconds RMSE for Neural Network: 0.39314783422368127 MAE for Neural Network: 0.2936855633396902 Training time for Neural Network: 0.8258311748504639 seconds Testing time for Neural Network: 0.0020279884338378906 seconds RMSE for Neural Network: 423.9276730093532 MAE for Neural Network: 338.6084251813052 Training time for Neural Network: 0.5344944000244141 seconds Testing time for Neural Network: 0.001397848129272461 seconds RMSE for Neural Network: 0.3405032854263674 MAE for Neural Network: 0.2671394472255147 Training time for Neural Network: 0.5026278495788574 seconds Testing time for Neural Network: 0.0007627010345458984 seconds RMSE for Neural Network: 421.6508359772861 MAE for Neural Network: 335.7535124775059 Training time for Neural Network: 0.5081589221954346 seconds Testing time for Neural Network: 0.0009849071502685547 seconds RMSE for Neural Network: 0.3571268110148437 MAE for Neural Network: 0.26780957597368493 Training time for Neural Network: 1.1592512130737305 seconds Testing time for Neural Network: 0.0006248950958251953 seconds RMSE for Neural Network: 422.1472709241063 MAE for Neural Network: 336.37674118361605 Training time for Neural Network: 0.5296299457550049 seconds Testing time for Neural Network: 0.0006577968597412109 seconds RMSE for Neural Network: 422.7121383857757 MAE for Neural Network: 337.0853684147589 Training time for Neural Network: 0.9282968044281006 seconds Testing time for Neural Network: 0.0026721954345703125 seconds RMSE for Neural Network: 0.237832934458665 MAE for Neural Network: 0.1995746911904824 Training time for Neural Network: 0.4881150722503662 seconds Testing time for Neural Network: 0.0012788772583007812 seconds RMSE for Neural Network: 423.7674436842915 MAE for Neural Network: 338.4078013098364 Training time for Neural Network: 0.5602281093597412 seconds Testing time for Neural Network: 0.0008549690246582031 seconds RMSE for Neural Network: 2.390073474044147 MAE for Neural Network: 2.017317994850601 Training time for Neural Network: 0.8085389137268066 seconds Testing time for Neural Network: 0.0013413429260253906 seconds RMSE for Neural Network: 0.16779625881575944 MAE for Neural Network: 0.12936072508060292 Training time for Neural Network: 0.6788828372955322 seconds Testing time for Neural Network: 0.0006840229034423828 seconds RMSE for Neural Network: 422.3861949602648 MAE for Neural Network: 336.67653816927805 Training time for Neural Network: 0.4629030227661133 seconds Testing time for Neural Network: 0.0007460117340087891 seconds RMSE for Neural Network: 0.37751450104997314 MAE for Neural Network: 0.30848185003187484 Training time for Neural Network: 0.45847606658935547 seconds Testing time for Neural Network: 0.0005898475646972656 seconds RMSE for Neural Network: 422.0285748163677 MAE for Neural Network: 336.2277674764132 Training time for Neural Network: 0.6627902984619141 seconds Testing time for Neural Network: 0.0029230117797851562 seconds RMSE for Neural Network: 422.2497762642995 MAE for Neural Network: 336.5053747206566 Training time for Neural Network: 0.6150639057159424 seconds Testing time for Neural Network: 0.0006139278411865234 seconds RMSE for Neural Network: 0.26660925100729005 MAE for Neural Network: 0.20902177747278702 Training time for Neural Network: 0.6190152168273926 seconds Testing time for Neural Network: 0.0006306171417236328 seconds RMSE for Neural Network: 0.41676133193528886 MAE for Neural Network: 0.3288203053406008 Training time for Neural Network: 0.46274399757385254 seconds Testing time for Neural Network: 0.0006451606750488281 seconds RMSE for Neural Network: 0.8161743781688366 MAE for Neural Network: 0.6790242882888972 Training time for Neural Network: 0.20957207679748535 seconds Testing time for Neural Network: 0.0016689300537109375 seconds RMSE for Neural Network: 0.5908906624094169 MAE for Neural Network: 0.4939864744814653 Training time for Neural Network: 0.574908971786499 seconds Testing time for Neural Network: 0.0006320476531982422 seconds RMSE for Neural Network: 422.77371950696045 MAE for Neural Network: 337.1625892153347 Training time for Neural Network: 0.7309122085571289 seconds Testing time for Neural Network: 0.0010058879852294922 seconds RMSE for Neural Network: 424.25636767589975 MAE for Neural Network: 339.01985070816545 Training time for Neural Network: 0.49327611923217773 seconds Testing time for Neural Network: 0.0019860267639160156 seconds RMSE for Neural Network: 422.79107175253506 MAE for Neural Network: 337.18434722610675 Training time for Neural Network: 0.29097414016723633 seconds Testing time for Neural Network: 0.0005352497100830078 seconds RMSE for Neural Network: 10.104356950684796 MAE for Neural Network: 8.547821321256986 Training time for Neural Network: 0.49632787704467773 seconds Testing time for Neural Network: 0.0005891323089599609 seconds RMSE for Neural Network: 424.1766638208195 MAE for Neural Network: 338.92010237045395 Training time for Neural Network: 0.6494719982147217 seconds Testing time for Neural Network: 0.0006237030029296875 seconds RMSE for Neural Network: 422.403101212625 MAE for Neural Network: 336.69774809861985 Training time for Neural Network: 0.6994061470031738 seconds Testing time for Neural Network: 0.0007920265197753906 seconds RMSE for Neural Network: 424.3548452394681 MAE for Neural Network: 339.1430794500331 Training time for Neural Network: 0.6191859245300293 seconds Testing time for Neural Network: 0.002746105194091797 seconds RMSE for Neural Network: 0.5234992626175873 MAE for Neural Network: 0.4179484483295988 Training time for Neural Network: 0.5674331188201904 seconds Testing time for Neural Network: 0.0007250308990478516 seconds RMSE for Neural Network: 423.45426753013453 MAE for Neural Network: 338.015547497628 Training time for Neural Network: 0.47024083137512207 seconds Testing time for Neural Network: 0.0006039142608642578 seconds RMSE for Neural Network: 423.3140236566632 MAE for Neural Network: 337.8398382148448 Training time for Neural Network: 0.685359001159668 seconds Testing time for Neural Network: 0.0006320476531982422 seconds RMSE for Neural Network: 424.0433293466481 MAE for Neural Network: 338.7532122711582 Training time for Neural Network: 0.6519391536712646 seconds Testing time for Neural Network: 0.0018389225006103516 seconds RMSE for Neural Network: 0.43814200489221655 MAE for Neural Network: 0.3644662561786683 Training time for Neural Network: 1.0556039810180664 seconds Testing time for Neural Network: 0.00446009635925293 seconds RMSE for Neural Network: 0.11289373740760358 MAE for Neural Network: 0.08894183475187661 Training time for Neural Network: 1.145409107208252 seconds Testing time for Neural Network: 0.0010209083557128906 seconds RMSE for Neural Network: 0.6248405396518397 MAE for Neural Network: 0.4912362319147958 Training time for Neural Network: 0.6149389743804932 seconds Testing time for Neural Network: 0.0019910335540771484 seconds RMSE for Neural Network: 423.5739707781235 MAE for Neural Network: 338.16549555119485 Training time for Neural Network: 0.612048864364624 seconds Testing time for Neural Network: 0.0006401538848876953 seconds RMSE for Neural Network: 423.999694036267 MAE for Neural Network: 338.698589019037 Training time for Neural Network: 0.48291683197021484 seconds Testing time for Neural Network: 0.0006031990051269531 seconds RMSE for Neural Network: 422.7117849726302 MAE for Neural Network: 337.08492522713874 Training time for Neural Network: 0.7010219097137451 seconds Testing time for Neural Network: 0.0006761550903320312 seconds RMSE for Neural Network: 421.79804564131206 MAE for Neural Network: 335.93836483418926 Training time for Neural Network: 0.9584219455718994 seconds Testing time for Neural Network: 0.003799915313720703 seconds RMSE for Neural Network: 0.15412768372785388 MAE for Neural Network: 0.12100020910014277 Training time for Neural Network: 0.5412600040435791 seconds Testing time for Neural Network: 0.0007519721984863281 seconds RMSE for Neural Network: 421.78111135102716 MAE for Neural Network: 335.9171022040202 Training time for Neural Network: 1.1155619621276855 seconds Testing time for Neural Network: 0.002435922622680664 seconds RMSE for Neural Network: 422.5655296766 MAE for Neural Network: 336.90149974659363 Training time for Neural Network: 0.7340288162231445 seconds Testing time for Neural Network: 0.0006780624389648438 seconds RMSE for Neural Network: 0.27128645669024903 MAE for Neural Network: 0.2116261029615066 Training time for Neural Network: 0.8607890605926514 seconds Testing time for Neural Network: 0.0006389617919921875 seconds RMSE for Neural Network: 0.239650236967636 MAE for Neural Network: 0.1798340867915477 Training time for Neural Network: 0.7331349849700928 seconds Testing time for Neural Network: 0.0007839202880859375 seconds RMSE for Neural Network: 0.48194708244018203 MAE for Neural Network: 0.36796943819235134 Training time for Neural Network: 0.5431811809539795 seconds Testing time for Neural Network: 0.0006499290466308594 seconds RMSE for Neural Network: 424.1573193738343 MAE for Neural Network: 338.89589144608317 Training time for Neural Network: 0.5430037975311279 seconds Testing time for Neural Network: 0.0045702457427978516 seconds RMSE for Neural Network: 423.2803739683944 MAE for Neural Network: 337.79767412974047 Training time for Neural Network: 0.4436519145965576 seconds Testing time for Neural Network: 0.0005819797515869141 seconds RMSE for Neural Network: 422.0597534965939 MAE for Neural Network: 336.2669017049465 Training time for Neural Network: 0.8317630290985107 seconds Testing time for Neural Network: 0.0006461143493652344 seconds RMSE for Neural Network: 421.67724439410216 MAE for Neural Network: 335.786676478448 Training time for Neural Network: 0.7789170742034912 seconds Testing time for Neural Network: 0.002275705337524414 seconds RMSE for Neural Network: 0.3217381178574367 MAE for Neural Network: 0.26472319182208043 Training time for Neural Network: 0.45972514152526855 seconds Testing time for Neural Network: 0.0005788803100585938 seconds RMSE for Neural Network: 4.190332958283447 MAE for Neural Network: 3.2379219321682466 Training time for Neural Network: 0.6563057899475098 seconds Testing time for Neural Network: 0.0006089210510253906 seconds RMSE for Neural Network: 0.14970574090253164 MAE for Neural Network: 0.11947056460704639 Training time for Neural Network: 0.658782958984375 seconds Testing time for Neural Network: 0.0006461143493652344 seconds RMSE for Neural Network: 0.7519728267747664 MAE for Neural Network: 0.6016336068473281 Training time for Neural Network: 0.6510460376739502 seconds Testing time for Neural Network: 0.0034639835357666016 seconds RMSE for Neural Network: 0.22699231272896647 MAE for Neural Network: 0.18005476089200342 Training time for Neural Network: 0.5786092281341553 seconds Testing time for Neural Network: 0.000675201416015625 seconds RMSE for Neural Network: 0.6328591251938716 MAE for Neural Network: 0.5260524093780458 Training time for Neural Network: 0.5817499160766602 seconds Testing time for Neural Network: 0.0006608963012695312 seconds RMSE for Neural Network: 422.14472700401024 MAE for Neural Network: 336.3735486002562 Training time for Neural Network: 1.3290839195251465 seconds Testing time for Neural Network: 0.0006682872772216797 seconds RMSE for Neural Network: 421.8651323599166 MAE for Neural Network: 336.0225938262016 Training time for Neural Network: 0.6476097106933594 seconds Testing time for Neural Network: 0.0007522106170654297 seconds RMSE for Neural Network: 0.3151679437598589 MAE for Neural Network: 0.24083537933819407 Training time for Neural Network: 0.12055492401123047 seconds Testing time for Neural Network: 0.0007288455963134766 seconds RMSE for Neural Network: 1.7401821944585298 MAE for Neural Network: 1.2545372661656777 Training time for Neural Network: 0.45878005027770996 seconds Testing time for Neural Network: 0.0005810260772705078 seconds RMSE for Neural Network: 0.7965175409596021 MAE for Neural Network: 0.5892909778473171 Training time for Neural Network: 0.4791569709777832 seconds Testing time for Neural Network: 0.0007269382476806641 seconds RMSE for Neural Network: 424.09147222083027 MAE for Neural Network: 338.8134744532303 Training time for Neural Network: 0.6044631004333496 seconds Testing time for Neural Network: 0.0006871223449707031 seconds RMSE for Neural Network: 0.18073685847707874 MAE for Neural Network: 0.13992030312564896 Training time for Neural Network: 0.6488709449768066 seconds Testing time for Neural Network: 0.0019872188568115234 seconds RMSE for Neural Network: 0.35402681550656523 MAE for Neural Network: 0.2828768027729531 Training time for Neural Network: 0.579993724822998 seconds Testing time for Neural Network: 0.0026869773864746094 seconds RMSE for Neural Network: 423.00844848113826 MAE for Neural Network: 337.45687301795823 Training time for Neural Network: 0.5080070495605469 seconds Testing time for Neural Network: 0.0014209747314453125 seconds RMSE for Neural Network: 0.24803255397832272 MAE for Neural Network: 0.1935130575520823 Training time for Neural Network: 0.3915257453918457 seconds Testing time for Neural Network: 0.0007963180541992188 seconds RMSE for Neural Network: 0.9159108695470878 MAE for Neural Network: 0.7240927314253746 Training time for Neural Network: 0.5013749599456787 seconds Testing time for Neural Network: 0.0006461143493652344 seconds RMSE for Neural Network: 0.2803304717095247 MAE for Neural Network: 0.2012596586841596 Training time for Neural Network: 0.40756702423095703 seconds Testing time for Neural Network: 0.0007278919219970703 seconds RMSE for Neural Network: 424.2439300551835 MAE for Neural Network: 339.00428588633804 Training time for Neural Network: 0.6511900424957275 seconds Testing time for Neural Network: 0.0011820793151855469 seconds RMSE for Neural Network: 423.17236112741614 MAE for Neural Network: 337.6623178306854 Training time for Neural Network: 0.7089018821716309 seconds Testing time for Neural Network: 0.0005998611450195312 seconds RMSE for Neural Network: 0.17468610876564566 MAE for Neural Network: 0.12578816289175573 Training time for Neural Network: 0.6431658267974854 seconds Testing time for Neural Network: 0.0007627010345458984 seconds RMSE for Neural Network: 0.1601390130404457 MAE for Neural Network: 0.1250113115355824 Training time for Neural Network: 0.5473949909210205 seconds Testing time for Neural Network: 0.0006439685821533203 seconds RMSE for Neural Network: 0.12087717638575862 MAE for Neural Network: 0.09813589264396011 Training time for Neural Network: 0.41047072410583496 seconds Testing time for Neural Network: 0.0005509853363037109 seconds RMSE for Neural Network: 0.6426661181973721 MAE for Neural Network: 0.5267598890473774 Training time for Neural Network: 0.5854501724243164 seconds Testing time for Neural Network: 0.0006120204925537109 seconds RMSE for Neural Network: 0.20155435146465023 MAE for Neural Network: 0.16222253399005013 Training time for Neural Network: 0.5525898933410645 seconds Testing time for Neural Network: 0.0031769275665283203 seconds RMSE for Neural Network: 0.27792236145421806 MAE for Neural Network: 0.20740279548911836 Training time for Neural Network: 0.6694560050964355 seconds Testing time for Neural Network: 0.0014939308166503906 seconds RMSE for Neural Network: 423.0020880976804 MAE for Neural Network: 337.448900125095 Training time for Neural Network: 0.7140517234802246 seconds Testing time for Neural Network: 0.0007030963897705078 seconds RMSE for Neural Network: 424.164201539102 MAE for Neural Network: 338.9045050275115 Training time for Neural Network: 0.4747638702392578 seconds Testing time for Neural Network: 0.0013790130615234375 seconds RMSE for Neural Network: 0.306592487881904 MAE for Neural Network: 0.26220533776666455 Training time for Neural Network: 0.7935957908630371 seconds Testing time for Neural Network: 0.006312370300292969 seconds RMSE for Neural Network: 421.74474927841464 MAE for Neural Network: 335.87144446134647 Training time for Neural Network: 0.5801389217376709 seconds Testing time for Neural Network: 0.002296924591064453 seconds RMSE for Neural Network: 423.45477233892376 MAE for Neural Network: 338.01617990452513 Training time for Neural Network: 0.4788548946380615 seconds Testing time for Neural Network: 0.0006382465362548828 seconds RMSE for Neural Network: 422.8245184977131 MAE for Neural Network: 337.22628471615536 Training time for Neural Network: 0.657512903213501 seconds Testing time for Neural Network: 0.0006451606750488281 seconds RMSE for Neural Network: 0.573402570360729 MAE for Neural Network: 0.47572241644531615 Training time for Neural Network: 0.6815788745880127 seconds Testing time for Neural Network: 0.0006289482116699219 seconds RMSE for Neural Network: 0.2708790347409238 MAE for Neural Network: 0.20955930422647093 Training time for Neural Network: 1.5940170288085938 seconds Testing time for Neural Network: 0.0006787776947021484 seconds RMSE for Neural Network: 424.1980260749156 MAE for Neural Network: 338.94683799453475 Training time for Neural Network: 0.7649240493774414 seconds Testing time for Neural Network: 0.0014619827270507812 seconds RMSE for Neural Network: 423.3288401014799 MAE for Neural Network: 337.8584030659929 Training time for Neural Network: 0.6225941181182861 seconds Testing time for Neural Network: 0.0006058216094970703 seconds RMSE for Neural Network: 1.588373736619191 MAE for Neural Network: 1.3607161012272833 Training time for Neural Network: 0.5761499404907227 seconds Testing time for Neural Network: 0.0006499290466308594 seconds RMSE for Neural Network: 0.28210711878632344 MAE for Neural Network: 0.2275227280015849 Training time for Neural Network: 0.5833489894866943 seconds Testing time for Neural Network: 0.0008120536804199219 seconds RMSE for Neural Network: 0.5335297068707552 MAE for Neural Network: 0.46498408338380515 Training time for Neural Network: 0.5998492240905762 seconds Testing time for Neural Network: 0.0009927749633789062 seconds RMSE for Neural Network: 0.562542076355803 MAE for Neural Network: 0.46519749701284085 Training time for Neural Network: 0.7691988945007324 seconds Testing time for Neural Network: 0.0007872581481933594 seconds RMSE for Neural Network: 4.286969317906707 MAE for Neural Network: 3.759975825250606 Training time for Neural Network: 0.636627197265625 seconds Testing time for Neural Network: 0.0006136894226074219 seconds RMSE for Neural Network: 0.23667408884210214 MAE for Neural Network: 0.17908383273497655 Training time for Neural Network: 0.5435619354248047 seconds Testing time for Neural Network: 0.0007512569427490234 seconds RMSE for Neural Network: 0.3999398130317968 MAE for Neural Network: 0.32535625164276455 Training time for Neural Network: 0.5563867092132568 seconds Testing time for Neural Network: 0.0006041526794433594 seconds RMSE for Neural Network: 0.1542402989965872 MAE for Neural Network: 0.11916987814042318 Training time for Neural Network: 0.4514448642730713 seconds Testing time for Neural Network: 0.0023088455200195312 seconds RMSE for Neural Network: 1.0341519861641248 MAE for Neural Network: 0.8709062666609383 Training time for Neural Network: 0.7678561210632324 seconds Testing time for Neural Network: 0.0006961822509765625 seconds RMSE for Neural Network: 422.3951049778268 MAE for Neural Network: 336.6877163929029 Training time for Neural Network: 0.8053510189056396 seconds Testing time for Neural Network: 0.0017278194427490234 seconds RMSE for Neural Network: 424.3576529793808 MAE for Neural Network: 339.146592645138 Training time for Neural Network: 0.6140730381011963 seconds Testing time for Neural Network: 0.0016341209411621094 seconds RMSE for Neural Network: 0.42803354412332467 MAE for Neural Network: 0.3450965037765459 Training time for Neural Network: 0.6492221355438232 seconds Testing time for Neural Network: 0.003185749053955078 seconds RMSE for Neural Network: 0.1557386454508066 MAE for Neural Network: 0.12106751756976704 Training time for Neural Network: 0.5869159698486328 seconds Testing time for Neural Network: 0.0006060600280761719 seconds RMSE for Neural Network: 423.7398224254254 MAE for Neural Network: 338.3732122520481 Training time for Neural Network: 0.6201498508453369 seconds Testing time for Neural Network: 0.001608133316040039 seconds RMSE for Neural Network: 0.2134576965423071 MAE for Neural Network: 0.15620017811986833 Training time for Neural Network: 0.7269999980926514 seconds Testing time for Neural Network: 0.0009131431579589844 seconds RMSE for Neural Network: 424.09663073236425 MAE for Neural Network: 338.8199313192508 Training time for Neural Network: 0.6404650211334229 seconds Testing time for Neural Network: 0.0014719963073730469 seconds RMSE for Neural Network: 0.3360752830626636 MAE for Neural Network: 0.2643735656733074 Training time for Neural Network: 0.576632022857666 seconds Testing time for Neural Network: 0.004433870315551758 seconds RMSE for Neural Network: 0.4750457062743604 MAE for Neural Network: 0.38518399977054135 Training time for Neural Network: 0.7104709148406982 seconds Testing time for Neural Network: 0.003126859664916992 seconds RMSE for Neural Network: 0.45716726448276623 MAE for Neural Network: 0.35227985947836177 Training time for Neural Network: 0.5445947647094727 seconds Testing time for Neural Network: 0.0006201267242431641 seconds RMSE for Neural Network: 0.24571867808247141 MAE for Neural Network: 0.1942837435239508 Training time for Neural Network: 0.5254218578338623 seconds Testing time for Neural Network: 0.002179861068725586 seconds RMSE for Neural Network: 0.3214961202860312 MAE for Neural Network: 0.23769550468734907 Training time for Neural Network: 0.6685261726379395 seconds Testing time for Neural Network: 0.0030388832092285156 seconds RMSE for Neural Network: 422.1527874684451 MAE for Neural Network: 336.38366432990864 Training time for Neural Network: 1.071864128112793 seconds Testing time for Neural Network: 0.000621795654296875 seconds RMSE for Neural Network: 0.2996203968745807 MAE for Neural Network: 0.22962627353319046 Training time for Neural Network: 0.40027904510498047 seconds Testing time for Neural Network: 0.0006279945373535156 seconds RMSE for Neural Network: 422.27981312396855 MAE for Neural Network: 336.54306445483667 Training time for Neural Network: 0.5302479267120361 seconds Testing time for Neural Network: 0.0006399154663085938 seconds RMSE for Neural Network: 420.6440815168208 MAE for Neural Network: 335.02267640274727 Training time for Neural Network: 0.5824050903320312 seconds Testing time for Neural Network: 0.0006380081176757812 seconds RMSE for Neural Network: 0.2349890917603074 MAE for Neural Network: 0.17996754710297252 Training time for Neural Network: 0.44457077980041504 seconds Testing time for Neural Network: 0.0006499290466308594 seconds RMSE for Neural Network: 0.8965704898949122 MAE for Neural Network: 0.7284523620408935 Training time for Neural Network: 0.3694469928741455 seconds Testing time for Neural Network: 0.0008189678192138672 seconds RMSE for Neural Network: 422.39944080303155 MAE for Neural Network: 336.69315593185473 Training time for Neural Network: 0.47116684913635254 seconds Testing time for Neural Network: 0.0007660388946533203 seconds RMSE for Neural Network: 0.23514846636231204 MAE for Neural Network: 0.19664057448234223 Training time for Neural Network: 0.477741003036499 seconds Testing time for Neural Network: 0.0006289482116699219 seconds RMSE for Neural Network: 9.300202977612175 MAE for Neural Network: 7.777356521051527 Training time for Neural Network: 0.7347350120544434 seconds Testing time for Neural Network: 0.0045070648193359375 seconds RMSE for Neural Network: 423.7095137667689 MAE for Neural Network: 338.3352563909211 Training time for Neural Network: 0.9687812328338623 seconds Testing time for Neural Network: 0.0006780624389648438 seconds RMSE for Neural Network: 423.10126187859726 MAE for Neural Network: 337.5732090434605 Training time for Neural Network: 0.6477310657501221 seconds Testing time for Neural Network: 0.0006520748138427734 seconds RMSE for Neural Network: 0.22028638388074392 MAE for Neural Network: 0.16785770196949784 Training time for Neural Network: 0.5809280872344971 seconds Testing time for Neural Network: 0.0007531642913818359 seconds RMSE for Neural Network: 0.3369325693622817 MAE for Neural Network: 0.2712859445845362 Training time for Neural Network: 0.5334060192108154 seconds Testing time for Neural Network: 0.0016808509826660156 seconds RMSE for Neural Network: 423.1665445006679 MAE for Neural Network: 337.6550281652478 Training time for Neural Network: 1.0467100143432617 seconds Testing time for Neural Network: 0.002312898635864258 seconds RMSE for Neural Network: 0.5837994778470003 MAE for Neural Network: 0.4631730471570114 Training time for Neural Network: 0.7859110832214355 seconds Testing time for Neural Network: 0.0054569244384765625 seconds RMSE for Neural Network: 421.9695007479888 MAE for Neural Network: 336.15361551252937 Training time for Neural Network: 0.8126747608184814 seconds Testing time for Neural Network: 0.0012722015380859375 seconds RMSE for Neural Network: 424.3223847561911 MAE for Neural Network: 339.1024621936851 Training time for Neural Network: 0.33480191230773926 seconds Testing time for Neural Network: 0.001168966293334961 seconds RMSE for Neural Network: 2.669845318753472 MAE for Neural Network: 2.226645659007607 Training time for Neural Network: 0.6570141315460205 seconds Testing time for Neural Network: 0.001497030258178711 seconds RMSE for Neural Network: 0.14202042292430228 MAE for Neural Network: 0.10017422216333052 Training time for Neural Network: 0.5570077896118164 seconds Testing time for Neural Network: 0.006225109100341797 seconds RMSE for Neural Network: 0.4962656520099936 MAE for Neural Network: 0.3860635662115876 Training time for Neural Network: 0.39905810356140137 seconds Testing time for Neural Network: 0.000782012939453125 seconds RMSE for Neural Network: 423.15860866782197 MAE for Neural Network: 337.64508252057436 Training time for Neural Network: 0.6278331279754639 seconds Testing time for Neural Network: 0.0029838085174560547 seconds RMSE for Neural Network: 424.2733179837816 MAE for Neural Network: 339.04106242991503 Training time for Neural Network: 0.3135852813720703 seconds Testing time for Neural Network: 0.0006346702575683594 seconds RMSE for Neural Network: 422.86890212579647 MAE for Neural Network: 337.28193258120865 Training time for Neural Network: 0.5465829372406006 seconds Testing time for Neural Network: 0.0011909008026123047 seconds RMSE for Neural Network: 422.87186289974426 MAE for Neural Network: 337.28564465885387 Training time for Neural Network: 1.3504528999328613 seconds Testing time for Neural Network: 0.004293918609619141 seconds RMSE for Neural Network: 423.5743547318256 MAE for Neural Network: 338.16597647770686 Training time for Neural Network: 0.5623178482055664 seconds Testing time for Neural Network: 0.0033571720123291016 seconds RMSE for Neural Network: 422.0530035341169 MAE for Neural Network: 336.258429563941 Training time for Neural Network: 0.9391369819641113 seconds Testing time for Neural Network: 0.009674072265625 seconds RMSE for Neural Network: 0.42750397298174825 MAE for Neural Network: 0.3479753884801661 Training time for Neural Network: 0.8636801242828369 seconds Testing time for Neural Network: 0.0006809234619140625 seconds RMSE for Neural Network: 0.16029778096145825 MAE for Neural Network: 0.12533568949028417 Training time for Neural Network: 0.607003927230835 seconds Testing time for Neural Network: 0.0006380081176757812 seconds RMSE for Neural Network: 0.07228297278749514 MAE for Neural Network: 0.05792834406923661 Training time for Neural Network: 0.7147679328918457 seconds Testing time for Neural Network: 0.0006189346313476562 seconds RMSE for Neural Network: 423.0687563848257 MAE for Neural Network: 337.5324670156065 Training time for Neural Network: 0.8998560905456543 seconds Testing time for Neural Network: 0.009604215621948242 seconds RMSE for Neural Network: 422.006476445461 MAE for Neural Network: 336.20002948029605 Training time for Neural Network: 1.1666171550750732 seconds Testing time for Neural Network: 0.0024230480194091797 seconds RMSE for Neural Network: 422.95806075060614 MAE for Neural Network: 337.3937089137141 Training time for Neural Network: 1.0789496898651123 seconds Testing time for Neural Network: 0.0019910335540771484 seconds RMSE for Neural Network: 422.7883355711631 MAE for Neural Network: 337.18091635748453 Training time for Neural Network: 1.2838921546936035 seconds Testing time for Neural Network: 0.002227783203125 seconds RMSE for Neural Network: 0.1641559633992864 MAE for Neural Network: 0.12945696773732276 Training time for Neural Network: 1.0763189792633057 seconds Testing time for Neural Network: 0.001013040542602539 seconds RMSE for Neural Network: 422.82483082240367 MAE for Neural Network: 337.22667631821895 Training time for Neural Network: 0.5924701690673828 seconds Testing time for Neural Network: 0.0006470680236816406 seconds RMSE for Neural Network: 423.9362353986507 MAE for Neural Network: 338.6191449765041 Training time for Neural Network: 0.8320508003234863 seconds Testing time for Neural Network: 0.0035240650177001953 seconds RMSE for Neural Network: 0.4147827665608714 MAE for Neural Network: 0.32927324699725313 Training time for Neural Network: 0.8945128917694092 seconds Testing time for Neural Network: 0.0006320476531982422 seconds RMSE for Neural Network: 424.01526618619107 MAE for Neural Network: 338.7180828057236 Training time for Neural Network: 0.8459630012512207 seconds Testing time for Neural Network: 0.0006909370422363281 seconds RMSE for Neural Network: 423.9317137549797 MAE for Neural Network: 338.6134840609166 Training time for Neural Network: 0.502722978591919 seconds Testing time for Neural Network: 0.0009889602661132812 seconds RMSE for Neural Network: 0.1404964582823011 MAE for Neural Network: 0.09063229757423706 Training time for Neural Network: 0.5019400119781494 seconds Testing time for Neural Network: 0.0007569789886474609 seconds RMSE for Neural Network: 422.65310739550887 MAE for Neural Network: 337.01133935183566 Training time for Neural Network: 0.5065560340881348 seconds Testing time for Neural Network: 0.0006489753723144531 seconds RMSE for Neural Network: 422.69004850690305 MAE for Neural Network: 337.05766682780944 Training time for Neural Network: 0.5601000785827637 seconds Testing time for Neural Network: 0.00067901611328125 seconds RMSE for Neural Network: 423.73275151118145 MAE for Neural Network: 338.36435740762533 Training time for Neural Network: 0.4901618957519531 seconds Testing time for Neural Network: 0.0006310939788818359 seconds RMSE for Neural Network: 421.94756218797914 MAE for Neural Network: 336.12607589566306 Training time for Neural Network: 0.5708839893341064 seconds Testing time for Neural Network: 0.0006470680236816406 seconds RMSE for Neural Network: 0.16624049759677836 MAE for Neural Network: 0.13193042409975775 Training time for Neural Network: 0.7422769069671631 seconds Testing time for Neural Network: 0.0006589889526367188 seconds RMSE for Neural Network: 0.27266683422156746 MAE for Neural Network: 0.2118654811481423 Training time for Neural Network: 0.6619369983673096 seconds Testing time for Neural Network: 0.0006339550018310547 seconds RMSE for Neural Network: 424.21427233721204 MAE for Neural Network: 338.96717026170666 Training time for Neural Network: 1.1645948886871338 seconds Testing time for Neural Network: 0.0011172294616699219 seconds RMSE for Neural Network: 422.68377465157903 MAE for Neural Network: 337.04979901246844 Training time for Neural Network: 0.5320429801940918 seconds Testing time for Neural Network: 0.0006680488586425781 seconds RMSE for Neural Network: 1.2795367105054873 MAE for Neural Network: 1.0301632249714852 Training time for Neural Network: 0.8158168792724609 seconds Testing time for Neural Network: 0.0006589889526367188 seconds RMSE for Neural Network: 423.40286266565704 MAE for Neural Network: 337.9511470229266 Training time for Neural Network: 1.118326187133789 seconds Testing time for Neural Network: 0.0030379295349121094 seconds RMSE for Neural Network: 0.667774401535558 MAE for Neural Network: 0.5262998328906258 Training time for Neural Network: 0.8545987606048584 seconds Testing time for Neural Network: 0.0006589889526367188 seconds RMSE for Neural Network: 9.807872433171022 MAE for Neural Network: 8.291193207957956 Training time for Neural Network: 0.8003311157226562 seconds Testing time for Neural Network: 0.0021829605102539062 seconds RMSE for Neural Network: 1.0129771575005182 MAE for Neural Network: 0.7732997784923686 Training time for Neural Network: 0.9008100032806396 seconds Testing time for Neural Network: 0.007376909255981445 seconds RMSE for Neural Network: 0.4384322808858573 MAE for Neural Network: 0.3518341125366318 Training time for Neural Network: 1.013899803161621 seconds Testing time for Neural Network: 0.0006430149078369141 seconds RMSE for Neural Network: 0.25956038289826244 MAE for Neural Network: 0.21015124522250248 Training time for Neural Network: 1.6172683238983154 seconds Testing time for Neural Network: 0.0027518272399902344 seconds RMSE for Neural Network: 424.034347367045 MAE for Neural Network: 338.741968772153 Training time for Neural Network: 1.8548800945281982 seconds Testing time for Neural Network: 0.00384521484375 seconds RMSE for Neural Network: 424.27716518837667 MAE for Neural Network: 339.04587677912207 Training time for Neural Network: 0.9140138626098633 seconds Testing time for Neural Network: 0.00448298454284668 seconds RMSE for Neural Network: 423.80415259711816 MAE for Neural Network: 338.45376851085575 Training time for Neural Network: 0.5898358821868896 seconds Testing time for Neural Network: 0.0007088184356689453 seconds RMSE for Neural Network: 423.1284346804014 MAE for Neural Network: 337.6072657626392 Training time for Neural Network: 0.8122680187225342 seconds Testing time for Neural Network: 0.0018138885498046875 seconds RMSE for Neural Network: 1.012417579718547 MAE for Neural Network: 0.8184577793026767 Training time for Neural Network: 0.6776478290557861 seconds Testing time for Neural Network: 0.0006201267242431641 seconds RMSE for Neural Network: 27.079174122242247 MAE for Neural Network: 21.143576685864822 Training time for Neural Network: 0.643395185470581 seconds Testing time for Neural Network: 0.00067901611328125 seconds RMSE for Neural Network: 0.47360811487006477 MAE for Neural Network: 0.3898415925769275 Training time for Neural Network: 0.7837808132171631 seconds Testing time for Neural Network: 0.0008461475372314453 seconds RMSE for Neural Network: 0.37016669222747123 MAE for Neural Network: 0.28010138881143837 Training time for Neural Network: 1.0259389877319336 seconds Testing time for Neural Network: 0.003687143325805664 seconds RMSE for Neural Network: 422.17972552554465 MAE for Neural Network: 336.4174702738588 Training time for Neural Network: 1.0915379524230957 seconds Testing time for Neural Network: 0.0046269893646240234 seconds RMSE for Neural Network: 423.9400951230585 MAE for Neural Network: 338.62397716875637 Training time for Neural Network: 0.7685198783874512 seconds Testing time for Neural Network: 0.0006978511810302734 seconds RMSE for Neural Network: 422.99606139913396 MAE for Neural Network: 337.4413454510552 Training time for Neural Network: 0.47943902015686035 seconds Testing time for Neural Network: 0.0006339550018310547 seconds RMSE for Neural Network: 422.7559934379308 MAE for Neural Network: 337.14036193895606 Training time for Neural Network: 0.6711165904998779 seconds Testing time for Neural Network: 0.0007271766662597656 seconds RMSE for Neural Network: 0.16102548435378192 MAE for Neural Network: 0.1242588011096765 Training time for Neural Network: 0.5386309623718262 seconds Testing time for Neural Network: 0.000659942626953125 seconds RMSE for Neural Network: 0.2328262731226406 MAE for Neural Network: 0.18517445742891347 Training time for Neural Network: 0.625006914138794 seconds Testing time for Neural Network: 0.0017402172088623047 seconds RMSE for Neural Network: 422.72446598352406 MAE for Neural Network: 337.1008273524319 Training time for Neural Network: 0.6490941047668457 seconds Testing time for Neural Network: 0.0006291866302490234 seconds RMSE for Neural Network: 15.77340586587613 MAE for Neural Network: 13.114348685603973 Training time for Neural Network: 0.5889847278594971 seconds Testing time for Neural Network: 0.0006582736968994141 seconds RMSE for Neural Network: 423.590287994698 MAE for Neural Network: 338.1859336874757 Training time for Neural Network: 0.3058929443359375 seconds Testing time for Neural Network: 0.0005660057067871094 seconds RMSE for Neural Network: 19.2762815488372 MAE for Neural Network: 15.936066766634426 Training time for Neural Network: 0.6767170429229736 seconds Testing time for Neural Network: 0.002591848373413086 seconds RMSE for Neural Network: 422.9366134356687 MAE for Neural Network: 337.36682208698403 Training time for Neural Network: 0.5870420932769775 seconds Testing time for Neural Network: 0.0006530284881591797 seconds RMSE for Neural Network: 0.5238259975086837 MAE for Neural Network: 0.42180131117996156 Training time for Neural Network: 0.8804237842559814 seconds Testing time for Neural Network: 0.000701904296875 seconds RMSE for Neural Network: 0.17959272051981098 MAE for Neural Network: 0.1396433660557606 Training time for Neural Network: 0.950951099395752 seconds Testing time for Neural Network: 0.002318859100341797 seconds RMSE for Neural Network: 424.26576818061557 MAE for Neural Network: 339.03161461805644 Training time for Neural Network: 1.042037010192871 seconds Testing time for Neural Network: 0.0010218620300292969 seconds RMSE for Neural Network: 423.7219277414755 MAE for Neural Network: 338.3508027322984 Training time for Neural Network: 0.7952401638031006 seconds Testing time for Neural Network: 0.003011941909790039 seconds RMSE for Neural Network: 422.3288328348398 MAE for Neural Network: 336.6045702367639 Training time for Neural Network: 1.3973307609558105 seconds Testing time for Neural Network: 0.0006890296936035156 seconds RMSE for Neural Network: 422.9765460847186 MAE for Neural Network: 337.41688191078504 Training time for Neural Network: 0.7410528659820557 seconds Testing time for Neural Network: 0.004340171813964844 seconds RMSE for Neural Network: 0.617629170294286 MAE for Neural Network: 0.4815079369202455 Training time for Neural Network: 0.6696088314056396 seconds Testing time for Neural Network: 0.0006611347198486328 seconds RMSE for Neural Network: 422.1037031032655 MAE for Neural Network: 336.32206266334686 Training time for Neural Network: 0.5194211006164551 seconds Testing time for Neural Network: 0.003929853439331055 seconds RMSE for Neural Network: 0.8619368961649255 MAE for Neural Network: 0.7138114823604953 Training time for Neural Network: 0.47973203659057617 seconds Testing time for Neural Network: 0.0006170272827148438 seconds RMSE for Neural Network: 0.4384069721860687 MAE for Neural Network: 0.3552788264101124 Training time for Neural Network: 0.5121710300445557 seconds Testing time for Neural Network: 0.0006990432739257812 seconds RMSE for Neural Network: 2.319239750177704 MAE for Neural Network: 1.9303155115772512 Training time for Neural Network: 0.34113192558288574 seconds Testing time for Neural Network: 0.0006377696990966797 seconds RMSE for Neural Network: 422.52015335984026 MAE for Neural Network: 336.84458383037935 Training time for Neural Network: 0.34812498092651367 seconds Testing time for Neural Network: 0.0006771087646484375 seconds RMSE for Neural Network: 12.183085189011011 MAE for Neural Network: 10.3850611904243 Training time for Neural Network: 1.0314559936523438 seconds Testing time for Neural Network: 0.000782012939453125 seconds RMSE for Neural Network: 0.4727143688081746 MAE for Neural Network: 0.3724020108459212 Training time for Neural Network: 0.16989803314208984 seconds Testing time for Neural Network: 0.0006089210510253906 seconds RMSE for Neural Network: 0.9151773880779493 MAE for Neural Network: 0.7467231247244129 Training time for Neural Network: 0.4729139804840088 seconds Testing time for Neural Network: 0.0016701221466064453 seconds RMSE for Neural Network: 424.22011378164996 MAE for Neural Network: 338.974480746788 Training time for Neural Network: 0.4749867916107178 seconds Testing time for Neural Network: 0.0026221275329589844 seconds RMSE for Neural Network: 0.14072387485453688 MAE for Neural Network: 0.1126935139040873 Training time for Neural Network: 0.44111204147338867 seconds Testing time for Neural Network: 0.001110076904296875 seconds RMSE for Neural Network: 0.33261772252997246 MAE for Neural Network: 0.2289048937590166 Training time for Neural Network: 0.5194041728973389 seconds Testing time for Neural Network: 0.0015420913696289062 seconds RMSE for Neural Network: 423.903395608163 MAE for Neural Network: 338.578030103504 Training time for Neural Network: 0.49431395530700684 seconds Testing time for Neural Network: 0.0008261203765869141 seconds RMSE for Neural Network: 0.4853771152409713 MAE for Neural Network: 0.3655864427541689 Training time for Neural Network: 0.4040687084197998 seconds Testing time for Neural Network: 0.0007810592651367188 seconds RMSE for Neural Network: 423.85752181552056 MAE for Neural Network: 338.52059384952196 Training time for Neural Network: 0.6893999576568604 seconds Testing time for Neural Network: 0.0006079673767089844 seconds RMSE for Neural Network: 1.9892108185560238 MAE for Neural Network: 1.614674992823863 Training time for Neural Network: 0.4935002326965332 seconds Testing time for Neural Network: 0.0006368160247802734 seconds RMSE for Neural Network: 423.42473435206995 MAE for Neural Network: 337.97854861183055 Training time for Neural Network: 0.36029481887817383 seconds Testing time for Neural Network: 0.0006670951843261719 seconds RMSE for Neural Network: 423.25644617740505 MAE for Neural Network: 337.76769071562353 Training time for Neural Network: 0.4279961585998535 seconds Testing time for Neural Network: 0.0015101432800292969 seconds RMSE for Neural Network: 0.29452957161099214 MAE for Neural Network: 0.2445065601684675 Training time for Neural Network: 0.43874096870422363 seconds Testing time for Neural Network: 0.0007607936859130859 seconds RMSE for Neural Network: 421.99165079049595 MAE for Neural Network: 336.1814197684435 Training time for Neural Network: 0.4161100387573242 seconds Testing time for Neural Network: 0.0014369487762451172 seconds RMSE for Neural Network: 0.23335414588620565 MAE for Neural Network: 0.1795426417086881 Training time for Neural Network: 0.603503942489624 seconds Testing time for Neural Network: 0.0010440349578857422 seconds RMSE for Neural Network: 421.74505464491125 MAE for Neural Network: 335.8718279017722 Training time for Neural Network: 0.39861392974853516 seconds Testing time for Neural Network: 0.0006737709045410156 seconds RMSE for Neural Network: 0.14809612671984043 MAE for Neural Network: 0.11960726944852915 Training time for Neural Network: 0.347912073135376 seconds Testing time for Neural Network: 0.0006439685821533203 seconds RMSE for Neural Network: 423.85684075195786 MAE for Neural Network: 338.5197410977226 Training time for Neural Network: 0.5302221775054932 seconds Testing time for Neural Network: 0.0006618499755859375 seconds RMSE for Neural Network: 422.46866179943993 MAE for Neural Network: 336.77999326451686 Training time for Neural Network: 0.8839631080627441 seconds Testing time for Neural Network: 0.0006468296051025391 seconds RMSE for Neural Network: 424.06682970116856 MAE for Neural Network: 338.7826290018991 Training time for Neural Network: 0.789780855178833 seconds Testing time for Neural Network: 0.0007669925689697266 seconds RMSE for Neural Network: 0.3478992884476947 MAE for Neural Network: 0.27338548260200185 Training time for Neural Network: 0.8085830211639404 seconds Testing time for Neural Network: 0.0011279582977294922 seconds RMSE for Neural Network: 0.1254285194561216 MAE for Neural Network: 0.09178770140288586 Training time for Neural Network: 1.0161242485046387 seconds Testing time for Neural Network: 0.0006630420684814453 seconds RMSE for Neural Network: 423.24397684105827 MAE for Neural Network: 337.7520652681087 Training time for Neural Network: 0.6478960514068604 seconds Testing time for Neural Network: 0.0012450218200683594 seconds RMSE for Neural Network: 423.08364097108733 MAE for Neural Network: 337.55112341390674 Training time for Neural Network: 0.9251618385314941 seconds Testing time for Neural Network: 0.004024028778076172 seconds RMSE for Neural Network: 422.29172190552697 MAE for Neural Network: 336.55800696250475 Training time for Neural Network: 1.356877088546753 seconds Testing time for Neural Network: 0.0013301372528076172 seconds RMSE for Neural Network: 0.12209801435483082 MAE for Neural Network: 0.0921375516471052 Training time for Neural Network: 1.594541072845459 seconds Testing time for Neural Network: 0.0072901248931884766 seconds RMSE for Neural Network: 422.45992068795437 MAE for Neural Network: 336.7690280419374 Training time for Neural Network: 1.3528249263763428 seconds Testing time for Neural Network: 0.0007040500640869141 seconds RMSE for Neural Network: 84.00227789333813 MAE for Neural Network: 60.44306163442496 Training time for Neural Network: 0.9543430805206299 seconds Testing time for Neural Network: 0.002485990524291992 seconds RMSE for Neural Network: 0.1610266149260327 MAE for Neural Network: 0.12610177533866887 Training time for Neural Network: 0.8998689651489258 seconds Testing time for Neural Network: 0.0006687641143798828 seconds RMSE for Neural Network: 0.2917505299039244 MAE for Neural Network: 0.2315866409147766 Training time for Neural Network: 0.9971768856048584 seconds Testing time for Neural Network: 0.0007081031799316406 seconds RMSE for Neural Network: 423.2316403859332 MAE for Neural Network: 337.7366060769938 Training time for Neural Network: 0.6218900680541992 seconds Testing time for Neural Network: 0.0006389617919921875 seconds RMSE for Neural Network: 422.670935850593 MAE for Neural Network: 337.0336981274345 Training time for Neural Network: 0.9587781429290771 seconds Testing time for Neural Network: 0.0022978782653808594 seconds RMSE for Neural Network: 0.45313734121445665 MAE for Neural Network: 0.3577295375964151 Training time for Neural Network: 0.6802620887756348 seconds Testing time for Neural Network: 0.0006229877471923828 seconds RMSE for Neural Network: 0.4271443151065324 MAE for Neural Network: 0.34687128254857613 Training time for Neural Network: 0.3455619812011719 seconds Testing time for Neural Network: 0.0006909370422363281 seconds RMSE for Neural Network: 422.92836476350897 MAE for Neural Network: 337.3564811622481 Training time for Neural Network: 0.47314000129699707 seconds Testing time for Neural Network: 0.0007178783416748047 seconds RMSE for Neural Network: 422.47783275620304 MAE for Neural Network: 336.7914975634283 Training time for Neural Network: 0.5759170055389404 seconds Testing time for Neural Network: 0.0015621185302734375 seconds RMSE for Neural Network: 0.2627504889205868 MAE for Neural Network: 0.2035649783484559 Training time for Neural Network: 0.9938299655914307 seconds Testing time for Neural Network: 0.001283884048461914 seconds RMSE for Neural Network: 422.0350978136532 MAE for Neural Network: 336.2359550185231 Training time for Neural Network: 0.9175829887390137 seconds Testing time for Neural Network: 0.0006587505340576172 seconds RMSE for Neural Network: 422.76533645180575 MAE for Neural Network: 337.15207750486576 Training time for Neural Network: 0.630791187286377 seconds Testing time for Neural Network: 0.0006368160247802734 seconds RMSE for Neural Network: 421.9959814450246 MAE for Neural Network: 336.1868558055001 Training time for Neural Network: 0.7110230922698975 seconds Testing time for Neural Network: 0.0008647441864013672 seconds RMSE for Neural Network: 0.510001506770581 MAE for Neural Network: 0.39577213254924376 Training time for Neural Network: 0.7565081119537354 seconds Testing time for Neural Network: 0.0031299591064453125 seconds RMSE for Neural Network: 423.3678418642055 MAE for Neural Network: 337.9072700984598 Training time for Neural Network: 1.1912009716033936 seconds Testing time for Neural Network: 0.0007138252258300781 seconds RMSE for Neural Network: 422.99061811653576 MAE for Neural Network: 337.43452205612795 Training time for Neural Network: 1.1437549591064453 seconds Testing time for Neural Network: 0.0014290809631347656 seconds RMSE for Neural Network: 421.6814454639794 MAE for Neural Network: 335.7919521209964 Training time for Neural Network: 0.8571419715881348 seconds Testing time for Neural Network: 0.003635883331298828 seconds RMSE for Neural Network: 0.17287841816111846 MAE for Neural Network: 0.1345760953761434 Training time for Neural Network: 1.576218843460083 seconds Testing time for Neural Network: 0.007449150085449219 seconds RMSE for Neural Network: 0.7655809566872558 MAE for Neural Network: 0.6266294625598833 Training time for Neural Network: 1.3902778625488281 seconds Testing time for Neural Network: 0.01737499237060547 seconds RMSE for Neural Network: 0.14072640348991158 MAE for Neural Network: 0.10501291270580883 Training time for Neural Network: 1.0427131652832031 seconds Testing time for Neural Network: 0.009296178817749023 seconds RMSE for Neural Network: 0.287678503147316 MAE for Neural Network: 0.21502164525075343 Training time for Neural Network: 0.9196088314056396 seconds Testing time for Neural Network: 0.0018830299377441406 seconds RMSE for Neural Network: 422.2194620885119 MAE for Neural Network: 336.4673354531623 Training time for Neural Network: 0.6782939434051514 seconds Testing time for Neural Network: 0.0006232261657714844 seconds RMSE for Neural Network: 1.7943876942407775 MAE for Neural Network: 1.505910329101416 Training time for Neural Network: 0.8465268611907959 seconds Testing time for Neural Network: 0.0006420612335205078 seconds RMSE for Neural Network: 0.2239757136590827 MAE for Neural Network: 0.1810500529738402 Training time for Neural Network: 0.6521627902984619 seconds Testing time for Neural Network: 0.013814210891723633 seconds RMSE for Neural Network: 9.053717904447991 MAE for Neural Network: 7.475940545026015 Training time for Neural Network: 0.44527411460876465 seconds Testing time for Neural Network: 0.0006170272827148438 seconds RMSE for Neural Network: 0.7147398441540456 MAE for Neural Network: 0.5683055887968834 Training time for Neural Network: 0.8391528129577637 seconds Testing time for Neural Network: 0.0007102489471435547 seconds RMSE for Neural Network: 0.13288171884691674 MAE for Neural Network: 0.10528333891935115 Training time for Neural Network: 0.6636810302734375 seconds Testing time for Neural Network: 0.0037047863006591797 seconds RMSE for Neural Network: 423.0587764466167 MAE for Neural Network: 337.5199579123388 Training time for Neural Network: 0.6080658435821533 seconds Testing time for Neural Network: 0.0005960464477539062 seconds RMSE for Neural Network: 0.8951680312289819 MAE for Neural Network: 0.7084957406182264 Training time for Neural Network: 0.7498281002044678 seconds Testing time for Neural Network: 0.0008420944213867188 seconds RMSE for Neural Network: 423.087874920589 MAE for Neural Network: 337.55643019420984 Training time for Neural Network: 0.8179011344909668 seconds Testing time for Neural Network: 0.0008466243743896484 seconds RMSE for Neural Network: 0.28280700214700366 MAE for Neural Network: 0.22961062003314617 Training time for Neural Network: 0.7827022075653076 seconds Testing time for Neural Network: 0.0006587505340576172 seconds RMSE for Neural Network: 421.67173634790714 MAE for Neural Network: 335.77975950807013 Training time for Neural Network: 0.8734500408172607 seconds Testing time for Neural Network: 0.0009009838104248047 seconds RMSE for Neural Network: 0.23138987220850343 MAE for Neural Network: 0.17810927455022843 Training time for Neural Network: 0.6383507251739502 seconds Testing time for Neural Network: 0.006594181060791016 seconds RMSE for Neural Network: 423.51451930739245 MAE for Neural Network: 338.0910257975065 Training time for Neural Network: 0.8233010768890381 seconds Testing time for Neural Network: 0.0006368160247802734 seconds RMSE for Neural Network: 0.15829061365520203 MAE for Neural Network: 0.1277530598717923 Training time for Neural Network: 0.7993378639221191 seconds Testing time for Neural Network: 0.0037689208984375 seconds RMSE for Neural Network: 0.4550783115268228 MAE for Neural Network: 0.3130365844642956 Training time for Neural Network: 0.6319980621337891 seconds Testing time for Neural Network: 0.00723719596862793 seconds RMSE for Neural Network: 423.91690023527406 MAE for Neural Network: 338.5949378914603 Training time for Neural Network: 2.215261220932007 seconds Testing time for Neural Network: 0.002047300338745117 seconds RMSE for Neural Network: 1.1361075108781866 MAE for Neural Network: 0.8400069189086075 Training time for Neural Network: 0.7784671783447266 seconds Testing time for Neural Network: 0.0006227493286132812 seconds RMSE for Neural Network: 0.19547612523421223 MAE for Neural Network: 0.1490923491634527 Training time for Neural Network: 0.6977188587188721 seconds Testing time for Neural Network: 0.0006330013275146484 seconds RMSE for Neural Network: 0.30322274584988257 MAE for Neural Network: 0.238280386000019 Training time for Neural Network: 0.9411048889160156 seconds Testing time for Neural Network: 0.0007028579711914062 seconds RMSE for Neural Network: 421.78058029895413 MAE for Neural Network: 335.9164354091074 Training time for Neural Network: 0.5924942493438721 seconds Testing time for Neural Network: 0.0006310939788818359 seconds RMSE for Neural Network: 423.15081056131487 MAE for Neural Network: 337.6353093788272 Training time for Neural Network: 0.6864480972290039 seconds Testing time for Neural Network: 0.0006089210510253906 seconds RMSE for Neural Network: 422.587902114314 MAE for Neural Network: 336.92956040397445 Training time for Neural Network: 1.079002857208252 seconds Testing time for Neural Network: 0.0007240772247314453 seconds RMSE for Neural Network: 0.527234204725036 MAE for Neural Network: 0.42899931199402247 Training time for Neural Network: 1.5454390048980713 seconds Testing time for Neural Network: 0.003298044204711914 seconds RMSE for Neural Network: 423.7544310538307 MAE for Neural Network: 338.3915062444599 Training time for Neural Network: 0.9678778648376465 seconds Testing time for Neural Network: 0.0013370513916015625 seconds RMSE for Neural Network: 423.04849126688356 MAE for Neural Network: 337.50706603540175 Training time for Neural Network: 0.9641690254211426 seconds Testing time for Neural Network: 0.011708259582519531 seconds RMSE for Neural Network: 422.3220387129692 MAE for Neural Network: 336.59604579275316 Training time for Neural Network: 0.7672131061553955 seconds Testing time for Neural Network: 0.0026831626892089844 seconds RMSE for Neural Network: 423.3922400769783 MAE for Neural Network: 337.93783839345383 Training time for Neural Network: 1.1946492195129395 seconds Testing time for Neural Network: 0.0006918907165527344 seconds RMSE for Neural Network: 423.2053794666997 MAE for Neural Network: 337.7036968559743 Training time for Neural Network: 1.2073919773101807 seconds Testing time for Neural Network: 0.0007040500640869141 seconds RMSE for Neural Network: 422.8269510338537 MAE for Neural Network: 337.2293346985453 Training time for Neural Network: 1.3832261562347412 seconds Testing time for Neural Network: 0.0007188320159912109 seconds RMSE for Neural Network: 0.6744298357647757 MAE for Neural Network: 0.49526052605367993 Training time for Neural Network: 0.9710211753845215 seconds Testing time for Neural Network: 0.00066375732421875 seconds RMSE for Neural Network: 0.28830197808406766 MAE for Neural Network: 0.2200913434137508 Training time for Neural Network: 1.3514318466186523 seconds Testing time for Neural Network: 0.0006449222564697266 seconds RMSE for Neural Network: 1.0681248665869953 MAE for Neural Network: 0.8739067420367254 Training time for Neural Network: 5.406083106994629 seconds Testing time for Neural Network: 0.0007097721099853516 seconds RMSE for Neural Network: 422.9294309952145 MAE for Neural Network: 337.35781784712555 Training time for Neural Network: 2.8007941246032715 seconds Testing time for Neural Network: 0.0015170574188232422 seconds RMSE for Neural Network: 423.6733725841361 MAE for Neural Network: 338.28999437975506 Training time for Neural Network: 0.9763846397399902 seconds Testing time for Neural Network: 0.003607034683227539 seconds RMSE for Neural Network: 0.7875202935854608 MAE for Neural Network: 0.6124611659430939 Training time for Neural Network: 2.4279069900512695 seconds Testing time for Neural Network: 0.0028650760650634766 seconds RMSE for Neural Network: 423.12852131468793 MAE for Neural Network: 337.6073743427309 Training time for Neural Network: 0.9110987186431885 seconds Testing time for Neural Network: 0.02515411376953125 seconds RMSE for Neural Network: 0.2039253377798524 MAE for Neural Network: 0.16481658910383828 Training time for Neural Network: 3.6478960514068604 seconds Testing time for Neural Network: 0.0032439231872558594 seconds RMSE for Neural Network: 423.94219001504274 MAE for Neural Network: 338.62659986390486 Training time for Neural Network: 0.680185079574585 seconds Testing time for Neural Network: 0.0008540153503417969 seconds RMSE for Neural Network: 0.4845468755471599 MAE for Neural Network: 0.39798917438792364 Training time for Neural Network: 0.8664166927337646 seconds Testing time for Neural Network: 0.001028299331665039 seconds RMSE for Neural Network: 424.1621416659487 MAE for Neural Network: 338.9019269394656 Training time for Neural Network: 0.6021888256072998 seconds Testing time for Neural Network: 0.0010340213775634766 seconds RMSE for Neural Network: 422.6138116654697 MAE for Neural Network: 336.96205642632174 Training time for Neural Network: 0.9685900211334229 seconds Testing time for Neural Network: 0.0006721019744873047 seconds RMSE for Neural Network: 0.35171886408611974 MAE for Neural Network: 0.2885145156125293 Training time for Neural Network: 0.9936721324920654 seconds Testing time for Neural Network: 0.001898050308227539 seconds RMSE for Neural Network: 0.329221201011076 MAE for Neural Network: 0.2644274542622481 Training time for Neural Network: 1.0179572105407715 seconds Testing time for Neural Network: 0.004273891448974609 seconds RMSE for Neural Network: 0.4924538334154565 MAE for Neural Network: 0.31235624725640276 Training time for Neural Network: 0.9374117851257324 seconds Testing time for Neural Network: 0.0006251335144042969 seconds RMSE for Neural Network: 0.13988961827167712 MAE for Neural Network: 0.11091956571496757 Training time for Neural Network: 1.0174009799957275 seconds Testing time for Neural Network: 0.0006017684936523438 seconds RMSE for Neural Network: 0.36287181373108096 MAE for Neural Network: 0.29488059990247806 Training time for Neural Network: 0.8150160312652588 seconds Testing time for Neural Network: 0.0006802082061767578 seconds RMSE for Neural Network: 423.53847195203656 MAE for Neural Network: 338.1210299347034 Training time for Neural Network: 0.8258881568908691 seconds Testing time for Neural Network: 0.0007040500640869141 seconds RMSE for Neural Network: 423.79691256924445 MAE for Neural Network: 338.44470266775096 Training time for Neural Network: 0.5741672515869141 seconds Testing time for Neural Network: 0.003386974334716797 seconds RMSE for Neural Network: 423.160820188066 MAE for Neural Network: 337.64785413634013 Training time for Neural Network: 0.9043776988983154 seconds Testing time for Neural Network: 0.0017430782318115234 seconds RMSE for Neural Network: 0.7767011970505927 MAE for Neural Network: 0.6300045584654861 Training time for Neural Network: 0.9686000347137451 seconds Testing time for Neural Network: 0.0007228851318359375 seconds RMSE for Neural Network: 423.8981249347408 MAE for Neural Network: 338.5714311394682 Training time for Neural Network: 0.9351260662078857 seconds Testing time for Neural Network: 0.005450010299682617 seconds RMSE for Neural Network: 1.0530752053401837 MAE for Neural Network: 0.8885351952623131 Training time for Neural Network: 0.622020959854126 seconds Testing time for Neural Network: 0.000640869140625 seconds RMSE for Neural Network: 0.32168467941056084 MAE for Neural Network: 0.25155788163252113 Training time for Neural Network: 0.6137242317199707 seconds Testing time for Neural Network: 0.0016312599182128906 seconds RMSE for Neural Network: 0.1669837867372695 MAE for Neural Network: 0.12703562338362276 Training time for Neural Network: 0.609950065612793 seconds Testing time for Neural Network: 0.006164073944091797 seconds RMSE for Neural Network: 0.25268654789913025 MAE for Neural Network: 0.1982097863861995 Training time for Neural Network: 0.6004438400268555 seconds Testing time for Neural Network: 0.0006289482116699219 seconds RMSE for Neural Network: 0.2757224346660581 MAE for Neural Network: 0.21739690230756395 Training time for Neural Network: 1.2964186668395996 seconds Testing time for Neural Network: 0.0006809234619140625 seconds RMSE for Neural Network: 0.8743633968429665 MAE for Neural Network: 0.6618747474108992 Training time for Neural Network: 0.6918749809265137 seconds Testing time for Neural Network: 0.0015521049499511719 seconds RMSE for Neural Network: 0.14051001639281888 MAE for Neural Network: 0.11049817002903711 Training time for Neural Network: 0.7619900703430176 seconds Testing time for Neural Network: 0.0006721019744873047 seconds RMSE for Neural Network: 0.35073204142239467 MAE for Neural Network: 0.273010944353677 Training time for Neural Network: 0.5368270874023438 seconds Testing time for Neural Network: 0.0006358623504638672 seconds RMSE for Neural Network: 423.7017720799213 MAE for Neural Network: 338.3255611453325 Training time for Neural Network: 0.623938798904419 seconds Testing time for Neural Network: 0.0006101131439208984 seconds RMSE for Neural Network: 422.8940130496974 MAE for Neural Network: 337.3134149925201 Training time for Neural Network: 0.8009648323059082 seconds Testing time for Neural Network: 0.0017960071563720703 seconds RMSE for Neural Network: 422.25024860597773 MAE for Neural Network: 336.5059674187793 Training time for Neural Network: 0.6977701187133789 seconds Testing time for Neural Network: 0.0006902217864990234 seconds RMSE for Neural Network: 422.17177817757636 MAE for Neural Network: 336.40749686987544 Training time for Neural Network: 0.6313090324401855 seconds Testing time for Neural Network: 0.002001047134399414 seconds RMSE for Neural Network: 422.5475262039518 MAE for Neural Network: 336.87891825063474 Training time for Neural Network: 0.7591569423675537 seconds Testing time for Neural Network: 0.0006680488586425781 seconds RMSE for Neural Network: 421.937630462681 MAE for Neural Network: 336.1136082652717 Training time for Neural Network: 0.6332406997680664 seconds Testing time for Neural Network: 0.0014820098876953125 seconds RMSE for Neural Network: 0.18761966782672873 MAE for Neural Network: 0.1459862277457334 Training time for Neural Network: 0.6145610809326172 seconds Testing time for Neural Network: 0.0011949539184570312 seconds RMSE for Neural Network: 0.2876781525349562 MAE for Neural Network: 0.22697006234585385 Training time for Neural Network: 0.7733471393585205 seconds Testing time for Neural Network: 0.0020380020141601562 seconds RMSE for Neural Network: 421.88075884547425 MAE for Neural Network: 336.0422121470333 Training time for Neural Network: 0.6913151741027832 seconds Testing time for Neural Network: 0.0014920234680175781 seconds RMSE for Neural Network: 0.31679966597095116 MAE for Neural Network: 0.24819404539553083 Training time for Neural Network: 0.5166871547698975 seconds Testing time for Neural Network: 0.0006170272827148438 seconds RMSE for Neural Network: 0.6038527912018462 MAE for Neural Network: 0.48665894420208056 Training time for Neural Network: 0.6980528831481934 seconds Testing time for Neural Network: 0.0007791519165039062 seconds RMSE for Neural Network: 0.1510052678316187 MAE for Neural Network: 0.12225973561070004 Training time for Neural Network: 0.45438098907470703 seconds Testing time for Neural Network: 0.0028569698333740234 seconds RMSE for Neural Network: 424.1658459534293 MAE for Neural Network: 338.9065631321218 Training time for Neural Network: 0.5459437370300293 seconds Testing time for Neural Network: 0.0006539821624755859 seconds RMSE for Neural Network: 423.7452987544905 MAE for Neural Network: 338.3800701536231 Training time for Neural Network: 0.5235350131988525 seconds Testing time for Neural Network: 0.0025751590728759766 seconds RMSE for Neural Network: 0.19294100292663852 MAE for Neural Network: 0.1509637731557275 Training time for Neural Network: 0.4147510528564453 seconds Testing time for Neural Network: 0.0014140605926513672 seconds RMSE for Neural Network: 0.3677883387511339 MAE for Neural Network: 0.2916055997844669 Training time for Neural Network: 0.5681030750274658 seconds Testing time for Neural Network: 0.001508951187133789 seconds RMSE for Neural Network: 423.36205353132635 MAE for Neural Network: 337.90001780245615 Training time for Neural Network: 0.5596296787261963 seconds Testing time for Neural Network: 0.0006673336029052734 seconds RMSE for Neural Network: 19.819567991893756 MAE for Neural Network: 16.339157455347397 Training time for Neural Network: 0.47366929054260254 seconds Testing time for Neural Network: 0.000621795654296875 seconds RMSE for Neural Network: 0.2983585135339508 MAE for Neural Network: 0.23261517111445393 Training time for Neural Network: 0.4882171154022217 seconds Testing time for Neural Network: 0.001653909683227539 seconds RMSE for Neural Network: 11.924478656021996 MAE for Neural Network: 9.803518869296283 Training time for Neural Network: 0.5581099987030029 seconds Testing time for Neural Network: 0.0006992816925048828 seconds RMSE for Neural Network: 424.2228992051552 MAE for Neural Network: 338.9779666448335 Training time for Neural Network: 0.482161283493042 seconds Testing time for Neural Network: 0.0006539821624755859 seconds RMSE for Neural Network: 422.9143172707697 MAE for Neural Network: 337.33887029697564 Training time for Neural Network: 1.1148948669433594 seconds Testing time for Neural Network: 0.0006940364837646484 seconds RMSE for Neural Network: 423.30606054205293 MAE for Neural Network: 337.8298603620922 Training time for Neural Network: 0.5494561195373535 seconds Testing time for Neural Network: 0.002688884735107422 seconds RMSE for Neural Network: 0.23461022841838292 MAE for Neural Network: 0.1833741776866519 Training time for Neural Network: 0.4942920207977295 seconds Testing time for Neural Network: 0.0006802082061767578 seconds RMSE for Neural Network: 423.6036832806261 MAE for Neural Network: 338.2027116235935 Training time for Neural Network: 1.3385789394378662 seconds Testing time for Neural Network: 0.0010499954223632812 seconds RMSE for Neural Network: 423.70932507452045 MAE for Neural Network: 338.33502008474403 Training time for Neural Network: 0.5951998233795166 seconds Testing time for Neural Network: 0.0006389617919921875 seconds RMSE for Neural Network: 421.9180403383188 MAE for Neural Network: 336.08901562467895 Training time for Neural Network: 0.747399091720581 seconds Testing time for Neural Network: 0.0006480216979980469 seconds RMSE for Neural Network: 0.5113820324779054 MAE for Neural Network: 0.40241813245249575 Training time for Neural Network: 0.9143898487091064 seconds Testing time for Neural Network: 0.007796049118041992 seconds RMSE for Neural Network: 422.8586606365714 MAE for Neural Network: 337.2690921741771 Training time for Neural Network: 0.7646019458770752 seconds Testing time for Neural Network: 0.003422975540161133 seconds RMSE for Neural Network: 423.50001838172517 MAE for Neural Network: 338.07286083026554 Training time for Neural Network: 0.2789130210876465 seconds Testing time for Neural Network: 0.0005459785461425781 seconds RMSE for Neural Network: 421.82475363556154 MAE for Neural Network: 335.9718982896348 Training time for Neural Network: 0.5922372341156006 seconds Testing time for Neural Network: 0.0014469623565673828 seconds RMSE for Neural Network: 424.24422796252173 MAE for Neural Network: 339.0046586997804 Training time for Neural Network: 0.5201058387756348 seconds Testing time for Neural Network: 0.0006010532379150391 seconds RMSE for Neural Network: 0.45510908239626063 MAE for Neural Network: 0.3689673371236424 Training time for Neural Network: 0.6181900501251221 seconds Testing time for Neural Network: 0.0006239414215087891 seconds RMSE for Neural Network: 422.8460728170351 MAE for Neural Network: 337.2533097797973 Training time for Neural Network: 0.7467508316040039 seconds Testing time for Neural Network: 0.0006458759307861328 seconds RMSE for Neural Network: 424.3244945459814 MAE for Neural Network: 339.10510219154935 Training time for Neural Network: 0.6752529144287109 seconds Testing time for Neural Network: 0.002671957015991211 seconds RMSE for Neural Network: 422.6934830271408 MAE for Neural Network: 337.06197390725384 Training time for Neural Network: 0.5123720169067383 seconds Testing time for Neural Network: 0.0006091594696044922 seconds RMSE for Neural Network: 423.6537801756958 MAE for Neural Network: 338.265456583724 Training time for Neural Network: 0.6721630096435547 seconds Testing time for Neural Network: 0.0016200542449951172 seconds RMSE for Neural Network: 8.054317555778029 MAE for Neural Network: 6.818653654784976 Training time for Neural Network: 0.5561239719390869 seconds Testing time for Neural Network: 0.0006110668182373047 seconds RMSE for Neural Network: 422.35421836876833 MAE for Neural Network: 336.6364202437576 Training time for Neural Network: 0.5439860820770264 seconds Testing time for Neural Network: 0.0005788803100585938 seconds RMSE for Neural Network: 0.16362305769923405 MAE for Neural Network: 0.13058335760880874 Training time for Neural Network: 0.6368770599365234 seconds Testing time for Neural Network: 0.00066375732421875 seconds RMSE for Neural Network: 422.80869694885797 MAE for Neural Network: 337.2064469671802 Training time for Neural Network: 0.6113829612731934 seconds Testing time for Neural Network: 0.003019094467163086 seconds RMSE for Neural Network: 423.34391389470727 MAE for Neural Network: 337.87728999198487 Training time for Neural Network: 0.6643447875976562 seconds Testing time for Neural Network: 0.002218008041381836 seconds RMSE for Neural Network: 422.0474393874378 MAE for Neural Network: 336.2514457279425 Training time for Neural Network: 0.6210689544677734 seconds Testing time for Neural Network: 0.0012350082397460938 seconds RMSE for Neural Network: 0.7288643362964671 MAE for Neural Network: 0.5782682508061562 Training time for Neural Network: 0.4621548652648926 seconds Testing time for Neural Network: 0.0006039142608642578 seconds RMSE for Neural Network: 0.7913032170929921 MAE for Neural Network: 0.6476546339444397 Training time for Neural Network: 0.8147227764129639 seconds Testing time for Neural Network: 0.001850128173828125 seconds RMSE for Neural Network: 0.1961630800707405 MAE for Neural Network: 0.15593948587183573 Training time for Neural Network: 1.1492018699645996 seconds Testing time for Neural Network: 0.0033931732177734375 seconds RMSE for Neural Network: 1.0863322384293799 MAE for Neural Network: 0.846833981569807 Training time for Neural Network: 0.688788890838623 seconds Testing time for Neural Network: 0.0010879039764404297 seconds RMSE for Neural Network: 0.2211188228300357 MAE for Neural Network: 0.18429147753006866 Training time for Neural Network: 0.6464219093322754 seconds Testing time for Neural Network: 0.0007069110870361328 seconds RMSE for Neural Network: 0.15807525066681055 MAE for Neural Network: 0.11342864377088581 Training time for Neural Network: 0.7191591262817383 seconds Testing time for Neural Network: 0.0007519721984863281 seconds RMSE for Neural Network: 0.276859234561304 MAE for Neural Network: 0.2269737815235759 Training time for Neural Network: 0.49964189529418945 seconds Testing time for Neural Network: 0.001194000244140625 seconds RMSE for Neural Network: 0.34212993723558444 MAE for Neural Network: 0.27483320070010264 Training time for Neural Network: 0.5879719257354736 seconds Testing time for Neural Network: 0.0006399154663085938 seconds RMSE for Neural Network: 0.22045753960528203 MAE for Neural Network: 0.16363142136873246 Training time for Neural Network: 0.6682822704315186 seconds Testing time for Neural Network: 0.0021359920501708984 seconds RMSE for Neural Network: 422.1891879537668 MAE for Neural Network: 336.42934486411787 Training time for Neural Network: 0.5611839294433594 seconds Testing time for Neural Network: 0.0006442070007324219 seconds RMSE for Neural Network: 422.2886287921488 MAE for Neural Network: 336.55412591111076 Training time for Neural Network: 0.6230738162994385 seconds Testing time for Neural Network: 0.0006392002105712891 seconds RMSE for Neural Network: 422.1825453943851 MAE for Neural Network: 336.42100899961736 Training time for Neural Network: 0.5762779712677002 seconds Testing time for Neural Network: 0.0008738040924072266 seconds RMSE for Neural Network: 421.8366037881931 MAE for Neural Network: 335.9867764603178 Training time for Neural Network: 0.5703368186950684 seconds Testing time for Neural Network: 0.0006918907165527344 seconds RMSE for Neural Network: 0.8250823050566537 MAE for Neural Network: 0.662041221028187 Training time for Neural Network: 0.5523519515991211 seconds Testing time for Neural Network: 0.0006620883941650391 seconds RMSE for Neural Network: 423.84710102149205 MAE for Neural Network: 338.5075460088909 Training time for Neural Network: 0.5401978492736816 seconds Testing time for Neural Network: 0.0014829635620117188 seconds RMSE for Neural Network: 0.289426713642102 MAE for Neural Network: 0.23763207942700432 Training time for Neural Network: 0.5376858711242676 seconds Testing time for Neural Network: 0.0007841587066650391 seconds RMSE for Neural Network: 0.3989518828430389 MAE for Neural Network: 0.33307143155913027 Training time for Neural Network: 0.4888603687286377 seconds Testing time for Neural Network: 0.002502918243408203 seconds RMSE for Neural Network: 0.9742800664407023 MAE for Neural Network: 0.754480305149433 Training time for Neural Network: 0.5622389316558838 seconds Testing time for Neural Network: 0.002913951873779297 seconds RMSE for Neural Network: 423.80407803433377 MAE for Neural Network: 338.4536751450193 Training time for Neural Network: 0.39280200004577637 seconds Testing time for Neural Network: 0.0006248950958251953 seconds RMSE for Neural Network: 422.78041763263394 MAE for Neural Network: 337.17098806727563 Training time for Neural Network: 0.5926270484924316 seconds Testing time for Neural Network: 0.0014100074768066406 seconds RMSE for Neural Network: 424.07724981867835 MAE for Neural Network: 338.79567216009747 Training time for Neural Network: 0.5464720726013184 seconds Testing time for Neural Network: 0.0006010532379150391 seconds RMSE for Neural Network: 0.4680988488196318 MAE for Neural Network: 0.3858366732001059 Training time for Neural Network: 0.6945908069610596 seconds Testing time for Neural Network: 0.0014870166778564453 seconds RMSE for Neural Network: 0.19852879712389157 MAE for Neural Network: 0.15539267022348707 Training time for Neural Network: 0.7361719608306885 seconds Testing time for Neural Network: 0.002946138381958008 seconds RMSE for Neural Network: 421.7931531059729 MAE for Neural Network: 335.93222183606804 Training time for Neural Network: 0.6561868190765381 seconds Testing time for Neural Network: 0.0006682872772216797 seconds RMSE for Neural Network: 0.17667427043598719 MAE for Neural Network: 0.1430141712647441 Training time for Neural Network: 0.6171140670776367 seconds Testing time for Neural Network: 0.0006761550903320312 seconds RMSE for Neural Network: 422.9348574722343 MAE for Neural Network: 337.3646207380046 Training time for Neural Network: 0.5120980739593506 seconds Testing time for Neural Network: 0.004832029342651367 seconds RMSE for Neural Network: 0.24732851067991463 MAE for Neural Network: 0.1984149847784343 Training time for Neural Network: 0.5820701122283936 seconds Testing time for Neural Network: 0.001911163330078125 seconds RMSE for Neural Network: 421.7268738708264 MAE for Neural Network: 335.8489985179329 Training time for Neural Network: 0.5116000175476074 seconds Testing time for Neural Network: 0.001859903335571289 seconds RMSE for Neural Network: 8.125970117756218 MAE for Neural Network: 6.880543676507017 Training time for Neural Network: 1.14345121383667 seconds Testing time for Neural Network: 0.0017879009246826172 seconds RMSE for Neural Network: 422.9824141152689 MAE for Neural Network: 337.42423788373503 Training time for Neural Network: 0.7012050151824951 seconds Testing time for Neural Network: 0.0006909370422363281 seconds RMSE for Neural Network: 423.41796810830084 MAE for Neural Network: 337.9700717187849 Training time for Neural Network: 0.4833259582519531 seconds Testing time for Neural Network: 0.0006210803985595703 seconds RMSE for Neural Network: 0.3005391352178411 MAE for Neural Network: 0.24191543091744994 Training time for Neural Network: 0.6669843196868896 seconds Testing time for Neural Network: 0.0007586479187011719 seconds RMSE for Neural Network: 0.3349029023190325 MAE for Neural Network: 0.24735149473187198 Training time for Neural Network: 0.5362849235534668 seconds Testing time for Neural Network: 0.00131988525390625 seconds RMSE for Neural Network: 0.1975955975395516 MAE for Neural Network: 0.15058439354900646 Training time for Neural Network: 0.6109099388122559 seconds Testing time for Neural Network: 0.004142045974731445 seconds RMSE for Neural Network: 0.3570641575490083 MAE for Neural Network: 0.27360238538890985 Training time for Neural Network: 0.5568981170654297 seconds Testing time for Neural Network: 0.0008199214935302734 seconds RMSE for Neural Network: 424.2081840601626 MAE for Neural Network: 338.9595508084399 Training time for Neural Network: 0.6136929988861084 seconds Testing time for Neural Network: 0.0006730556488037109 seconds RMSE for Neural Network: 423.27254873543535 MAE for Neural Network: 337.7878686004427 Training time for Neural Network: 0.456866979598999 seconds Testing time for Neural Network: 0.0007259845733642578 seconds RMSE for Neural Network: 423.0997973836857 MAE for Neural Network: 337.57137350011544 Training time for Neural Network: 0.5149538516998291 seconds Testing time for Neural Network: 0.0006160736083984375 seconds RMSE for Neural Network: 423.69097481573016 MAE for Neural Network: 338.3120391013927 Training time for Neural Network: 0.39231324195861816 seconds Testing time for Neural Network: 0.0006101131439208984 seconds RMSE for Neural Network: 0.38170394541796704 MAE for Neural Network: 0.3189674058566476 Training time for Neural Network: 0.6361117362976074 seconds Testing time for Neural Network: 0.0006630420684814453 seconds RMSE for Neural Network: 0.22178036272631643 MAE for Neural Network: 0.17470384839711983 Training time for Neural Network: 0.520679235458374 seconds Testing time for Neural Network: 0.000659942626953125 seconds RMSE for Neural Network: 423.2384284625319 MAE for Neural Network: 337.7451124562313 Training time for Neural Network: 0.5634410381317139 seconds Testing time for Neural Network: 0.0027570724487304688 seconds RMSE for Neural Network: 0.4155784369135228 MAE for Neural Network: 0.33459976781257006 Training time for Neural Network: 0.4907100200653076 seconds Testing time for Neural Network: 0.0014960765838623047 seconds RMSE for Neural Network: 0.5227236634803057 MAE for Neural Network: 0.4246121900443067 Training time for Neural Network: 0.35800719261169434 seconds Testing time for Neural Network: 0.0005929470062255859 seconds RMSE for Neural Network: 0.8200272504177161 MAE for Neural Network: 0.6822315770290299 Training time for Neural Network: 0.42387914657592773 seconds Testing time for Neural Network: 0.00060272216796875 seconds RMSE for Neural Network: 423.073171999754 MAE for Neural Network: 337.53800160362977 Training time for Neural Network: 0.4610459804534912 seconds Testing time for Neural Network: 0.0019168853759765625 seconds RMSE for Neural Network: 0.14236000312059865 MAE for Neural Network: 0.10349052462590333 Training time for Neural Network: 0.3674750328063965 seconds Testing time for Neural Network: 0.0005810260772705078 seconds RMSE for Neural Network: 422.494873422272 MAE for Neural Network: 336.8128734605317 Training time for Neural Network: 0.38471198081970215 seconds Testing time for Neural Network: 0.0017588138580322266 seconds RMSE for Neural Network: 0.5122165935018732 MAE for Neural Network: 0.38634317467099927 Training time for Neural Network: 0.39006614685058594 seconds Testing time for Neural Network: 0.0006127357482910156 seconds RMSE for Neural Network: 0.48452305470349094 MAE for Neural Network: 0.3851337380170844 Training time for Neural Network: 0.5600020885467529 seconds Testing time for Neural Network: 0.0006318092346191406 seconds RMSE for Neural Network: 424.1515418610884 MAE for Neural Network: 338.8886603646944 Training time for Neural Network: 0.29840517044067383 seconds Testing time for Neural Network: 0.0019109249114990234 seconds RMSE for Neural Network: 423.99046530087014 MAE for Neural Network: 338.68703595899103 Training time for Neural Network: 0.5037670135498047 seconds Testing time for Neural Network: 0.0007128715515136719 seconds RMSE for Neural Network: 0.11503149131682561 MAE for Neural Network: 0.08565798901051078 Training time for Neural Network: 0.5925209522247314 seconds Testing time for Neural Network: 0.0015251636505126953 seconds RMSE for Neural Network: 0.417886972995281 MAE for Neural Network: 0.3434002506698724 Training time for Neural Network: 0.4706430435180664 seconds Testing time for Neural Network: 0.0006699562072753906 seconds RMSE for Neural Network: 0.6514957242771225 MAE for Neural Network: 0.520864235378066 Training time for Neural Network: 0.45297884941101074 seconds Testing time for Neural Network: 0.0009748935699462891 seconds RMSE for Neural Network: 2.0135097937862962 MAE for Neural Network: 1.5634969792151825 Training time for Neural Network: 0.49506211280822754 seconds Testing time for Neural Network: 0.0006308555603027344 seconds RMSE for Neural Network: 0.33005271497410055 MAE for Neural Network: 0.23280065641790845 Training time for Neural Network: 0.5472722053527832 seconds Testing time for Neural Network: 0.0006656646728515625 seconds RMSE for Neural Network: 0.1805594586538621 MAE for Neural Network: 0.1424612574886094 Training time for Neural Network: 0.43976616859436035 seconds Testing time for Neural Network: 0.0014579296112060547 seconds RMSE for Neural Network: 423.13624828325754 MAE for Neural Network: 337.6170586209605 Training time for Neural Network: 0.4781460762023926 seconds Testing time for Neural Network: 0.0013949871063232422 seconds RMSE for Neural Network: 422.31431790811064 MAE for Neural Network: 336.5863585631944 Training time for Neural Network: 1.0193090438842773 seconds Testing time for Neural Network: 0.0006589889526367188 seconds RMSE for Neural Network: 422.8067648468319 MAE for Neural Network: 337.2040243841741 Training time for Neural Network: 0.47223401069641113 seconds Testing time for Neural Network: 0.0018579959869384766 seconds RMSE for Neural Network: 424.1893162667102 MAE for Neural Network: 338.93593745051226 Training time for Neural Network: 0.450700044631958 seconds Testing time for Neural Network: 0.0006668567657470703 seconds RMSE for Neural Network: 424.29659593364477 MAE for Neural Network: 339.0701918209815 Training time for Neural Network: 0.5622210502624512 seconds Testing time for Neural Network: 0.0006589889526367188 seconds RMSE for Neural Network: 422.6516232837734 MAE for Neural Network: 337.0094780937878 Training time for Neural Network: 0.4610629081726074 seconds Testing time for Neural Network: 0.0006730556488037109 seconds RMSE for Neural Network: 0.2802208294313252 MAE for Neural Network: 0.21146599164914195 Training time for Neural Network: 0.5082058906555176 seconds Testing time for Neural Network: 0.0008420944213867188 seconds RMSE for Neural Network: 422.6801398552712 MAE for Neural Network: 337.0452407151155 Training time for Neural Network: 0.3909766674041748 seconds Testing time for Neural Network: 0.001190185546875 seconds RMSE for Neural Network: 0.6609038473378217 MAE for Neural Network: 0.5520540411993281 Training time for Neural Network: 0.5592377185821533 seconds Testing time for Neural Network: 0.0006389617919921875 seconds RMSE for Neural Network: 0.3803275506847069 MAE for Neural Network: 0.3027972493616172 Training time for Neural Network: 0.4743180274963379 seconds Testing time for Neural Network: 0.0017380714416503906 seconds RMSE for Neural Network: 0.9051697034526542 MAE for Neural Network: 0.7440513144304881 Training time for Neural Network: 0.5483160018920898 seconds Testing time for Neural Network: 0.0006220340728759766 seconds RMSE for Neural Network: 424.2952538939173 MAE for Neural Network: 339.06851245366664 Training time for Neural Network: 0.30926084518432617 seconds Testing time for Neural Network: 0.0006270408630371094 seconds RMSE for Neural Network: 422.89512293255274 MAE for Neural Network: 337.3148064653809 Training time for Neural Network: 0.5119681358337402 seconds Testing time for Neural Network: 0.0006430149078369141 seconds RMSE for Neural Network: 0.3086671398033914 MAE for Neural Network: 0.24727099880047818 Training time for Neural Network: 0.4862349033355713 seconds Testing time for Neural Network: 0.0006351470947265625 seconds RMSE for Neural Network: 422.50767309693884 MAE for Neural Network: 336.82892911154227 Training time for Neural Network: 0.457089900970459 seconds Testing time for Neural Network: 0.0006153583526611328 seconds RMSE for Neural Network: 0.21922090277842424 MAE for Neural Network: 0.17262050749426194 Training time for Neural Network: 0.44570183753967285 seconds Testing time for Neural Network: 0.0006258487701416016 seconds RMSE for Neural Network: 421.65710205668285 MAE for Neural Network: 335.76138160228976 Training time for Neural Network: 0.6190621852874756 seconds Testing time for Neural Network: 0.002444028854370117 seconds RMSE for Neural Network: 423.31813212613224 MAE for Neural Network: 337.8449861214402 Training time for Neural Network: 0.4788370132446289 seconds Testing time for Neural Network: 0.0019919872283935547 seconds RMSE for Neural Network: 0.14974440468153852 MAE for Neural Network: 0.11329100393384305 Training time for Neural Network: 0.4071528911590576 seconds Testing time for Neural Network: 0.0006420612335205078 seconds RMSE for Neural Network: 423.4565768124102 MAE for Neural Network: 338.01844048265065 Training time for Neural Network: 0.4361898899078369 seconds Testing time for Neural Network: 0.0009000301361083984 seconds RMSE for Neural Network: 0.9813022509275829 MAE for Neural Network: 0.7430571393517991 Training time for Neural Network: 0.4390528202056885 seconds Testing time for Neural Network: 0.0005931854248046875 seconds RMSE for Neural Network: 423.6554949425066 MAE for Neural Network: 338.2676042065199 Training time for Neural Network: 0.39306020736694336 seconds Testing time for Neural Network: 0.0005848407745361328 seconds RMSE for Neural Network: 422.91470332666853 MAE for Neural Network: 337.3393542866331 Training time for Neural Network: 0.40741586685180664 seconds Testing time for Neural Network: 0.0005950927734375 seconds RMSE for Neural Network: 421.74638834636994 MAE for Neural Network: 335.87350259263627 Training time for Neural Network: 0.5227909088134766 seconds Testing time for Neural Network: 0.001033782958984375 seconds RMSE for Neural Network: 424.04192210083346 MAE for Neural Network: 338.75145071218196 Training time for Neural Network: 0.48198604583740234 seconds Testing time for Neural Network: 0.0018308162689208984 seconds RMSE for Neural Network: 422.0902025895207 MAE for Neural Network: 336.3051185793953 Training time for Neural Network: 0.5502490997314453 seconds Testing time for Neural Network: 0.007426023483276367 seconds RMSE for Neural Network: 422.108987768424 MAE for Neural Network: 336.3286952008735 Training time for Neural Network: 0.5306599140167236 seconds Testing time for Neural Network: 0.0006690025329589844 seconds RMSE for Neural Network: 424.2627312809054 MAE for Neural Network: 339.02781421967774 Training time for Neural Network: 0.49260807037353516 seconds Testing time for Neural Network: 0.0006241798400878906 seconds RMSE for Neural Network: 0.4864887373437672 MAE for Neural Network: 0.38080605040381554 Training time for Neural Network: 0.4388298988342285 seconds Testing time for Neural Network: 0.0023310184478759766 seconds RMSE for Neural Network: 421.80276444087514 MAE for Neural Network: 335.9442896532146 Training time for Neural Network: 0.5058221817016602 seconds Testing time for Neural Network: 0.007948160171508789 seconds RMSE for Neural Network: 0.4197405996808519 MAE for Neural Network: 0.32734769592827734 Training time for Neural Network: 0.45599889755249023 seconds Testing time for Neural Network: 0.0006151199340820312 seconds RMSE for Neural Network: 423.07931419562664 MAE for Neural Network: 337.5457002553584 Training time for Neural Network: 0.5503261089324951 seconds Testing time for Neural Network: 0.008635997772216797 seconds RMSE for Neural Network: 422.7068624299458 MAE for Neural Network: 337.07875223159294 Training time for Neural Network: 0.4369018077850342 seconds Testing time for Neural Network: 0.0016603469848632812 seconds RMSE for Neural Network: 421.8085944988621 MAE for Neural Network: 335.9516096906576 Training time for Neural Network: 1.1405489444732666 seconds Testing time for Neural Network: 0.0006670951843261719 seconds RMSE for Neural Network: 422.40637843126575 MAE for Neural Network: 336.7018595138081 Training time for Neural Network: 0.42737483978271484 seconds Testing time for Neural Network: 0.0005960464477539062 seconds RMSE for Neural Network: 424.2506900809287 MAE for Neural Network: 339.01274562290826 Training time for Neural Network: 0.5405540466308594 seconds Testing time for Neural Network: 0.0020012855529785156 seconds RMSE for Neural Network: 0.31757987360869583 MAE for Neural Network: 0.24444201860929649 Training time for Neural Network: 0.47456789016723633 seconds Testing time for Neural Network: 0.0006771087646484375 seconds RMSE for Neural Network: 422.816761634941 MAE for Neural Network: 337.2165588758906 Training time for Neural Network: 0.5361640453338623 seconds Testing time for Neural Network: 0.000621795654296875 seconds RMSE for Neural Network: 0.628004652374316 MAE for Neural Network: 0.510153040156336 Training time for Neural Network: 0.6171860694885254 seconds Testing time for Neural Network: 0.0018558502197265625 seconds RMSE for Neural Network: 0.3226777811745435 MAE for Neural Network: 0.2438867714343747 Training time for Neural Network: 0.6791329383850098 seconds Testing time for Neural Network: 0.0007281303405761719 seconds RMSE for Neural Network: 0.27803071999017576 MAE for Neural Network: 0.2246889262600464 Training time for Neural Network: 0.543388843536377 seconds Testing time for Neural Network: 0.0007691383361816406 seconds RMSE for Neural Network: 0.2622604932286333 MAE for Neural Network: 0.21046181405936162 Training time for Neural Network: 0.6346418857574463 seconds Testing time for Neural Network: 0.0008749961853027344 seconds RMSE for Neural Network: 0.17419166900926505 MAE for Neural Network: 0.12400629556639992 Training time for Neural Network: 0.6515371799468994 seconds Testing time for Neural Network: 0.0015239715576171875 seconds RMSE for Neural Network: 0.42630998024927724 MAE for Neural Network: 0.3481164080141877 Training time for Neural Network: 0.5998539924621582 seconds Testing time for Neural Network: 0.0006189346313476562 seconds RMSE for Neural Network: 422.0495531633496 MAE for Neural Network: 336.25409883899044 Training time for Neural Network: 0.5698020458221436 seconds Testing time for Neural Network: 0.0006508827209472656 seconds RMSE for Neural Network: 0.8370253032923659 MAE for Neural Network: 0.66026449044023 Training time for Neural Network: 0.2784867286682129 seconds Testing time for Neural Network: 0.000553131103515625 seconds RMSE for Neural Network: 423.406377752771 MAE for Neural Network: 337.95555089739355 Training time for Neural Network: 0.5339310169219971 seconds Testing time for Neural Network: 0.0006289482116699219 seconds RMSE for Neural Network: 423.88537374555835 MAE for Neural Network: 338.5554662622511 Training time for Neural Network: 0.579279899597168 seconds Testing time for Neural Network: 0.0014798641204833984 seconds RMSE for Neural Network: 0.3203043236890781 MAE for Neural Network: 0.2580736242938107 Training time for Neural Network: 0.35253405570983887 seconds Testing time for Neural Network: 0.0005888938903808594 seconds RMSE for Neural Network: 0.7264201452198172 MAE for Neural Network: 0.5710622914995508 Training time for Neural Network: 0.4139440059661865 seconds Testing time for Neural Network: 0.0011823177337646484 seconds RMSE for Neural Network: 0.7148823293108528 MAE for Neural Network: 0.5562341969023015 Training time for Neural Network: 0.5138769149780273 seconds Testing time for Neural Network: 0.0006971359252929688 seconds RMSE for Neural Network: 0.16359659260001805 MAE for Neural Network: 0.12354818246253582 Training time for Neural Network: 0.47095513343811035 seconds Testing time for Neural Network: 0.0014190673828125 seconds RMSE for Neural Network: 0.4771692224398791 MAE for Neural Network: 0.3876202350286164 Training time for Neural Network: 0.5348348617553711 seconds Testing time for Neural Network: 0.0015196800231933594 seconds RMSE for Neural Network: 424.15392576174503 MAE for Neural Network: 338.8916440394163 Training time for Neural Network: 0.47492027282714844 seconds Testing time for Neural Network: 0.0006308555603027344 seconds RMSE for Neural Network: 421.69036724832256 MAE for Neural Network: 335.8031558676357 Training time for Neural Network: 0.4511449337005615 seconds Testing time for Neural Network: 0.003278017044067383 seconds RMSE for Neural Network: 422.14796511403443 MAE for Neural Network: 336.3776123801324 Training time for Neural Network: 0.4127519130706787 seconds Testing time for Neural Network: 0.0006470680236816406 seconds RMSE for Neural Network: 422.87464139738415 MAE for Neural Network: 337.2891281936089 Training time for Neural Network: 0.4979410171508789 seconds Testing time for Neural Network: 0.0009810924530029297 seconds RMSE for Neural Network: 422.11728708099605 MAE for Neural Network: 336.3391111858069 Training time for Neural Network: 0.3269460201263428 seconds Testing time for Neural Network: 0.0006070137023925781 seconds RMSE for Neural Network: 423.19941793261467 MAE for Neural Network: 337.6962259178245 Training time for Neural Network: 0.5034439563751221 seconds Testing time for Neural Network: 0.0006349086761474609 seconds RMSE for Neural Network: 424.00331877231037 MAE for Neural Network: 338.70312663241236 Training time for Neural Network: 0.532210111618042 seconds Testing time for Neural Network: 0.0006289482116699219 seconds RMSE for Neural Network: 423.4559961707619 MAE for Neural Network: 338.01771307671265 Training time for Neural Network: 0.44704532623291016 seconds Testing time for Neural Network: 0.0015728473663330078 seconds RMSE for Neural Network: 422.0957643929165 MAE for Neural Network: 336.31209906733807 Training time for Neural Network: 0.6146869659423828 seconds Testing time for Neural Network: 0.0016779899597167969 seconds RMSE for Neural Network: 0.2895528604714484 MAE for Neural Network: 0.22782465677059144 Training time for Neural Network: 0.5321228504180908 seconds Testing time for Neural Network: 0.0007679462432861328 seconds RMSE for Neural Network: 422.27230900974786 MAE for Neural Network: 336.533648565879 Training time for Neural Network: 1.027980089187622 seconds Testing time for Neural Network: 0.0015048980712890625 seconds RMSE for Neural Network: 1.035004571045476 MAE for Neural Network: 0.804514263356235 Training time for Neural Network: 0.4415590763092041 seconds Testing time for Neural Network: 0.0006489753723144531 seconds RMSE for Neural Network: 13.01437753131761 MAE for Neural Network: 11.102965389411947 Training time for Neural Network: 0.49401307106018066 seconds Testing time for Neural Network: 0.0014340877532958984 seconds RMSE for Neural Network: 0.3014864024336868 MAE for Neural Network: 0.2369408516395503 Training time for Neural Network: 0.43549513816833496 seconds Testing time for Neural Network: 0.0006399154663085938 seconds RMSE for Neural Network: 422.52097818112054 MAE for Neural Network: 336.84561844229097 Training time for Neural Network: 0.5236108303070068 seconds Testing time for Neural Network: 0.00063323974609375 seconds RMSE for Neural Network: 423.26460290874536 MAE for Neural Network: 337.77791185353794 Training time for Neural Network: 0.5904650688171387 seconds Testing time for Neural Network: 0.0030591487884521484 seconds RMSE for Neural Network: 0.14453973456957478 MAE for Neural Network: 0.111994068252725 Training time for Neural Network: 0.9334762096405029 seconds Testing time for Neural Network: 0.0009779930114746094 seconds RMSE for Neural Network: 422.5421523160436 MAE for Neural Network: 336.8721777536892 Training time for Neural Network: 0.1341996192932129 seconds Testing time for Neural Network: 0.0005440711975097656 seconds RMSE for Neural Network: 424.3387103610375 MAE for Neural Network: 339.1228903679418 Training time for Neural Network: 0.8481860160827637 seconds Testing time for Neural Network: 0.0015740394592285156 seconds RMSE for Neural Network: 0.3987592778288208 MAE for Neural Network: 0.30614073707707057 Training time for Neural Network: 0.6971819400787354 seconds Testing time for Neural Network: 0.0006546974182128906 seconds RMSE for Neural Network: 0.3572933539753445 MAE for Neural Network: 0.2982510120787043 Training time for Neural Network: 0.21787381172180176 seconds Testing time for Neural Network: 0.0005340576171875 seconds RMSE for Neural Network: 424.05424755740535 MAE for Neural Network: 338.7668793316663 Training time for Neural Network: 0.7665519714355469 seconds Testing time for Neural Network: 0.006880760192871094 seconds RMSE for Neural Network: 0.5313030197018296 MAE for Neural Network: 0.4070957335230706 Training time for Neural Network: 0.5406017303466797 seconds Testing time for Neural Network: 0.0056498050689697266 seconds RMSE for Neural Network: 0.589785462176759 MAE for Neural Network: 0.47415815965847785 Training time for Neural Network: 0.5476701259613037 seconds Testing time for Neural Network: 0.0006160736083984375 seconds RMSE for Neural Network: 0.3869315810817303 MAE for Neural Network: 0.31999615781889745 Training time for Neural Network: 0.6515340805053711 seconds Testing time for Neural Network: 0.0006768703460693359 seconds RMSE for Neural Network: 422.2149964923561 MAE for Neural Network: 336.4617317373237 Training time for Neural Network: 0.6035070419311523 seconds Testing time for Neural Network: 0.003161191940307617 seconds RMSE for Neural Network: 422.2894062666462 MAE for Neural Network: 336.55510144057405 Training time for Neural Network: 0.5238168239593506 seconds Testing time for Neural Network: 0.0006110668182373047 seconds RMSE for Neural Network: 10.090380182181553 MAE for Neural Network: 8.040169394604124 Training time for Neural Network: 0.502716064453125 seconds Testing time for Neural Network: 0.0007610321044921875 seconds RMSE for Neural Network: 424.2996686349575 MAE for Neural Network: 339.0740368479624 Training time for Neural Network: 0.6710588932037354 seconds Testing time for Neural Network: 0.006855964660644531 seconds RMSE for Neural Network: 423.0826894768592 MAE for Neural Network: 337.54993081855457 Training time for Neural Network: 0.470379114151001 seconds Testing time for Neural Network: 0.0005440711975097656 seconds RMSE for Neural Network: 0.6128082833178915 MAE for Neural Network: 0.4905600720945222 Training time for Neural Network: 0.31774115562438965 seconds Testing time for Neural Network: 0.0005691051483154297 seconds RMSE for Neural Network: 0.5242551552307055 MAE for Neural Network: 0.4061903394322784 Training time for Neural Network: 0.6871941089630127 seconds Testing time for Neural Network: 0.0006420612335205078 seconds RMSE for Neural Network: 424.28722958302023 MAE for Neural Network: 339.0584711342177 Training time for Neural Network: 0.7445089817047119 seconds Testing time for Neural Network: 0.0024199485778808594 seconds RMSE for Neural Network: 0.39186233673141324 MAE for Neural Network: 0.31798930301671 Training time for Neural Network: 0.801314115524292 seconds Testing time for Neural Network: 0.003815889358520508 seconds RMSE for Neural Network: 423.66970559612105 MAE for Neural Network: 338.28540184368353 Training time for Neural Network: 0.8916738033294678 seconds Testing time for Neural Network: 0.0030090808868408203 seconds RMSE for Neural Network: 422.8348233286416 MAE for Neural Network: 337.2392051348748 Training time for Neural Network: 0.2636852264404297 seconds Testing time for Neural Network: 0.001252889633178711 seconds RMSE for Neural Network: 421.84492142012544 MAE for Neural Network: 335.99721931675316 Training time for Neural Network: 1.6867859363555908 seconds Testing time for Neural Network: 0.0006840229034423828 seconds RMSE for Neural Network: 421.7767001402317 MAE for Neural Network: 335.9115634237997 Training time for Neural Network: 0.762671947479248 seconds Testing time for Neural Network: 0.0006210803985595703 seconds RMSE for Neural Network: 1.689504348830539 MAE for Neural Network: 1.3706812983050634 Training time for Neural Network: 0.8025600910186768 seconds Testing time for Neural Network: 0.001386880874633789 seconds RMSE for Neural Network: 0.14062168444558076 MAE for Neural Network: 0.1038944907298471 Training time for Neural Network: 0.5495851039886475 seconds Testing time for Neural Network: 0.0006380081176757812 seconds RMSE for Neural Network: 0.4174200577442877 MAE for Neural Network: 0.3272475018890734 Training time for Neural Network: 0.7637050151824951 seconds Testing time for Neural Network: 0.0006358623504638672 seconds RMSE for Neural Network: 422.66323189373765 MAE for Neural Network: 337.0240366138563 Training time for Neural Network: 0.6670501232147217 seconds Testing time for Neural Network: 0.0006530284881591797 seconds RMSE for Neural Network: 0.3722254867485797 MAE for Neural Network: 0.3012866321729229 Training time for Neural Network: 0.6139090061187744 seconds Testing time for Neural Network: 0.0005970001220703125 seconds RMSE for Neural Network: 0.40842221872699114 MAE for Neural Network: 0.3230942945488614 Training time for Neural Network: 0.6131899356842041 seconds Testing time for Neural Network: 0.0007071495056152344 seconds RMSE for Neural Network: 10.372016330200427 MAE for Neural Network: 8.40557740217592 Training time for Neural Network: 0.5913748741149902 seconds Testing time for Neural Network: 0.003974199295043945 seconds RMSE for Neural Network: 0.30422047492253335 MAE for Neural Network: 0.24070734365097102 Training time for Neural Network: 0.5137591361999512 seconds Testing time for Neural Network: 0.0006029605865478516 seconds RMSE for Neural Network: 423.8654624175814 MAE for Neural Network: 338.5305361279963 Training time for Neural Network: 0.826941967010498 seconds Testing time for Neural Network: 0.0033288002014160156 seconds RMSE for Neural Network: 423.7800152803281 MAE for Neural Network: 338.42354381992044 Training time for Neural Network: 0.5560529232025146 seconds Testing time for Neural Network: 0.0006837844848632812 seconds RMSE for Neural Network: 423.1531639516232 MAE for Neural Network: 337.6382588257851 Training time for Neural Network: 0.6005802154541016 seconds Testing time for Neural Network: 0.001672983169555664 seconds RMSE for Neural Network: 423.36692778332 MAE for Neural Network: 337.90612483547176 Training time for Neural Network: 0.8666830062866211 seconds Testing time for Neural Network: 0.0015721321105957031 seconds RMSE for Neural Network: 422.65011858467005 MAE for Neural Network: 337.0075910128349 Training time for Neural Network: 0.4672820568084717 seconds Testing time for Neural Network: 0.0046100616455078125 seconds RMSE for Neural Network: 423.95125176272455 MAE for Neural Network: 338.63794461315103 Training time for Neural Network: 0.47887277603149414 seconds Testing time for Neural Network: 0.0006320476531982422 seconds RMSE for Neural Network: 423.89526350207825 MAE for Neural Network: 338.56784856234486 Training time for Neural Network: 0.5040140151977539 seconds Testing time for Neural Network: 0.0015659332275390625 seconds RMSE for Neural Network: 424.01631878576336 MAE for Neural Network: 338.7194004737087 Training time for Neural Network: 0.6845619678497314 seconds Testing time for Neural Network: 0.0006871223449707031 seconds RMSE for Neural Network: 424.12530867914046 MAE for Neural Network: 338.85582645546276 Training time for Neural Network: 0.6761479377746582 seconds Testing time for Neural Network: 0.0006508827209472656 seconds RMSE for Neural Network: 0.17446599286295705 MAE for Neural Network: 0.13668825893713665 Training time for Neural Network: 0.5297179222106934 seconds Testing time for Neural Network: 0.0008392333984375 seconds RMSE for Neural Network: 0.3979893042552 MAE for Neural Network: 0.3290113550655397 Training time for Neural Network: 0.406466007232666 seconds Testing time for Neural Network: 0.0009469985961914062 seconds RMSE for Neural Network: 0.37508835864817897 MAE for Neural Network: 0.303467308049593 Training time for Neural Network: 0.36896800994873047 seconds Testing time for Neural Network: 0.0005469322204589844 seconds RMSE for Neural Network: 0.60370066671223 MAE for Neural Network: 0.4767686177567305 Training time for Neural Network: 0.5201578140258789 seconds Testing time for Neural Network: 0.0006160736083984375 seconds RMSE for Neural Network: 421.9774498909645 MAE for Neural Network: 336.1635939198651 Training time for Neural Network: 0.40848803520202637 seconds Testing time for Neural Network: 0.0013539791107177734 seconds RMSE for Neural Network: 1.1537194743521468 MAE for Neural Network: 0.9457139514728645 Training time for Neural Network: 0.3921539783477783 seconds Testing time for Neural Network: 0.0005979537963867188 seconds RMSE for Neural Network: 0.30317249626749115 MAE for Neural Network: 0.22937829215556454 Training time for Neural Network: 0.4646172523498535 seconds Testing time for Neural Network: 0.0006878376007080078 seconds RMSE for Neural Network: 19.965128256869825 MAE for Neural Network: 16.577893952637748 Training time for Neural Network: 0.4107067584991455 seconds Testing time for Neural Network: 0.000985860824584961 seconds RMSE for Neural Network: 424.3476569878177 MAE for Neural Network: 339.1340850632521 Training time for Neural Network: 0.9844160079956055 seconds Testing time for Neural Network: 0.0006301403045654297 seconds RMSE for Neural Network: 423.5840043775644 MAE for Neural Network: 338.1780631932992 Training time for Neural Network: 0.21068120002746582 seconds Testing time for Neural Network: 0.0015077590942382812 seconds RMSE for Neural Network: 2.222464567823647 MAE for Neural Network: 1.76745061353065 Training time for Neural Network: 0.678473949432373 seconds Testing time for Neural Network: 0.0006561279296875 seconds RMSE for Neural Network: 0.7964264639804112 MAE for Neural Network: 0.6441939949478654 Training time for Neural Network: 0.5376460552215576 seconds Testing time for Neural Network: 0.0008120536804199219 seconds RMSE for Neural Network: 423.3720303764638 MAE for Neural Network: 337.91251791806695 Training time for Neural Network: 0.48937392234802246 seconds Testing time for Neural Network: 0.0006320476531982422 seconds RMSE for Neural Network: 421.8517966962212 MAE for Neural Network: 336.0058511937976 Training time for Neural Network: 0.3893320560455322 seconds Testing time for Neural Network: 0.0005886554718017578 seconds RMSE for Neural Network: 0.5962205441897122 MAE for Neural Network: 0.4702744651247302 Training time for Neural Network: 0.2568933963775635 seconds Testing time for Neural Network: 0.0005648136138916016 seconds RMSE for Neural Network: 423.74999265314136 MAE for Neural Network: 338.38594819255707 Training time for Neural Network: 0.48144006729125977 seconds Testing time for Neural Network: 0.0016336441040039062 seconds RMSE for Neural Network: 423.2234466579902 MAE for Neural Network: 337.7263381226096 Training time for Neural Network: 0.5835442543029785 seconds Testing time for Neural Network: 0.0006918907165527344 seconds RMSE for Neural Network: 423.381172527028 MAE for Neural Network: 337.9239720869171 Training time for Neural Network: 0.5601730346679688 seconds Testing time for Neural Network: 0.0007407665252685547 seconds RMSE for Neural Network: 0.14075651670422396 MAE for Neural Network: 0.10673076138988286 Training time for Neural Network: 0.5067551136016846 seconds Testing time for Neural Network: 0.0006430149078369141 seconds RMSE for Neural Network: 0.2600972651668228 MAE for Neural Network: 0.19137236796456306 Training time for Neural Network: 0.36388683319091797 seconds Testing time for Neural Network: 0.0005671977996826172 seconds RMSE for Neural Network: 10.015457424553809 MAE for Neural Network: 8.384171189679472 Training time for Neural Network: 0.46117711067199707 seconds Testing time for Neural Network: 0.0006377696990966797 seconds RMSE for Neural Network: 421.7204198943706 MAE for Neural Network: 335.84089419920673 Training time for Neural Network: 0.45538806915283203 seconds Testing time for Neural Network: 0.0006568431854248047 seconds RMSE for Neural Network: 423.0949935604854 MAE for Neural Network: 337.5653525416757 Training time for Neural Network: 0.3610341548919678 seconds Testing time for Neural Network: 0.0005998611450195312 seconds RMSE for Neural Network: 423.3257745423521 MAE for Neural Network: 337.8545619826982 Training time for Neural Network: 0.5495753288269043 seconds Testing time for Neural Network: 0.0018298625946044922 seconds RMSE for Neural Network: 0.26843354152347393 MAE for Neural Network: 0.2160385564231595 Training time for Neural Network: 0.4997577667236328 seconds Testing time for Neural Network: 0.0006639957427978516 seconds RMSE for Neural Network: 0.25576079988835876 MAE for Neural Network: 0.2030318237061515 Training time for Neural Network: 0.44783997535705566 seconds Testing time for Neural Network: 0.0006136894226074219 seconds RMSE for Neural Network: 423.21647135896745 MAE for Neural Network: 337.7175969507278 Training time for Neural Network: 0.5423538684844971 seconds Testing time for Neural Network: 0.0006310939788818359 seconds RMSE for Neural Network: 422.78603377845565 MAE for Neural Network: 337.17803015433253 Training time for Neural Network: 0.5346028804779053 seconds Testing time for Neural Network: 0.0010449886322021484 seconds RMSE for Neural Network: 0.1689059675712814 MAE for Neural Network: 0.13055274726939012 Training time for Neural Network: 0.3613259792327881 seconds Testing time for Neural Network: 0.0005719661712646484 seconds RMSE for Neural Network: 0.5803949581594227 MAE for Neural Network: 0.48646297927890925 Training time for Neural Network: 0.8829989433288574 seconds Testing time for Neural Network: 0.0019290447235107422 seconds RMSE for Neural Network: 0.171180782783452 MAE for Neural Network: 0.12994295044109963 Training time for Neural Network: 0.7903428077697754 seconds Testing time for Neural Network: 0.006737947463989258 seconds RMSE for Neural Network: 0.22848360459866313 MAE for Neural Network: 0.1747286923252369 Training time for Neural Network: 0.5850419998168945 seconds Testing time for Neural Network: 0.002351045608520508 seconds RMSE for Neural Network: 422.66971555951756 MAE for Neural Network: 337.0321677700841 Training time for Neural Network: 0.6027319431304932 seconds Testing time for Neural Network: 0.004254817962646484 seconds RMSE for Neural Network: 0.21236421434787223 MAE for Neural Network: 0.1665860689911567 Training time for Neural Network: 0.7982888221740723 seconds Testing time for Neural Network: 0.000797271728515625 seconds RMSE for Neural Network: 0.17994793371164905 MAE for Neural Network: 0.14675763525224034 Training time for Neural Network: 0.52718186378479 seconds Testing time for Neural Network: 0.0014693737030029297 seconds RMSE for Neural Network: 423.1567180122415 MAE for Neural Network: 337.64271302595915 Training time for Neural Network: 0.5162270069122314 seconds Testing time for Neural Network: 0.0008749961853027344 seconds RMSE for Neural Network: 423.96741130884004 MAE for Neural Network: 338.65817502691067 Training time for Neural Network: 0.5050010681152344 seconds Testing time for Neural Network: 0.0006008148193359375 seconds RMSE for Neural Network: 423.9828844023946 MAE for Neural Network: 338.6775456489739 Training time for Neural Network: 0.6311471462249756 seconds Testing time for Neural Network: 0.008782148361206055 seconds RMSE for Neural Network: 423.66071860985795 MAE for Neural Network: 338.27414644583723 Training time for Neural Network: 1.1896698474884033 seconds Testing time for Neural Network: 0.0007002353668212891 seconds RMSE for Neural Network: 20.766634933031355 MAE for Neural Network: 17.202349033632327 Training time for Neural Network: 0.8120248317718506 seconds Testing time for Neural Network: 0.0007302761077880859 seconds RMSE for Neural Network: 0.5739070953460615 MAE for Neural Network: 0.46828153048560467 Training time for Neural Network: 0.5438117980957031 seconds Testing time for Neural Network: 0.0006451606750488281 seconds RMSE for Neural Network: 423.22211620273634 MAE for Neural Network: 337.72467085447136 Training time for Neural Network: 0.5547418594360352 seconds Testing time for Neural Network: 0.0010869503021240234 seconds RMSE for Neural Network: 0.24907371214166305 MAE for Neural Network: 0.1989494754630848 Training time for Neural Network: 0.5518913269042969 seconds Testing time for Neural Network: 0.0006399154663085938 seconds RMSE for Neural Network: 0.3647033516666686 MAE for Neural Network: 0.2967849925201188 Training time for Neural Network: 1.0133099555969238 seconds Testing time for Neural Network: 0.003531932830810547 seconds RMSE for Neural Network: 0.19419751485794948 MAE for Neural Network: 0.15425304639724507 Training time for Neural Network: 1.108001947402954 seconds Testing time for Neural Network: 0.0015459060668945312 seconds RMSE for Neural Network: 0.5803357507298309 MAE for Neural Network: 0.45269111245324795 Training time for Neural Network: 0.8926022052764893 seconds Testing time for Neural Network: 0.0014810562133789062 seconds RMSE for Neural Network: 0.2051122327125283 MAE for Neural Network: 0.162705444287517 Training time for Neural Network: 0.49491286277770996 seconds Testing time for Neural Network: 0.0006499290466308594 seconds RMSE for Neural Network: 0.5548842528514384 MAE for Neural Network: 0.4430355133446649 Training time for Neural Network: 0.9490046501159668 seconds Testing time for Neural Network: 0.0007359981536865234 seconds RMSE for Neural Network: 0.16057387506408258 MAE for Neural Network: 0.11991529196535587 Training time for Neural Network: 0.44364285469055176 seconds Testing time for Neural Network: 0.000698089599609375 seconds RMSE for Neural Network: 423.74092148225606 MAE for Neural Network: 338.3745885838208 Training time for Neural Network: 0.546637773513794 seconds Testing time for Neural Network: 0.0006730556488037109 seconds RMSE for Neural Network: 423.64244302363255 MAE for Neural Network: 338.2512574871973 Training time for Neural Network: 0.7033369541168213 seconds Testing time for Neural Network: 0.0010418891906738281 seconds RMSE for Neural Network: 422.5637275236862 MAE for Neural Network: 336.89923935703774 Training time for Neural Network: 0.4816012382507324 seconds Testing time for Neural Network: 0.0006909370422363281 seconds RMSE for Neural Network: 423.2519859999489 MAE for Neural Network: 337.7621016537222 Training time for Neural Network: 0.6075289249420166 seconds Testing time for Neural Network: 0.0008971691131591797 seconds RMSE for Neural Network: 0.830739514873337 MAE for Neural Network: 0.6632095591021041 Training time for Neural Network: 0.8210010528564453 seconds Testing time for Neural Network: 0.0013670921325683594 seconds RMSE for Neural Network: 422.4979658518949 MAE for Neural Network: 336.8167525667739 Training time for Neural Network: 0.7183501720428467 seconds Testing time for Neural Network: 0.0006818771362304688 seconds RMSE for Neural Network: 10.385407546525737 MAE for Neural Network: 8.732118127166423 Training time for Neural Network: 0.7460489273071289 seconds Testing time for Neural Network: 0.0006909370422363281 seconds RMSE for Neural Network: 423.7857120041661 MAE for Neural Network: 338.43067733217765 Training time for Neural Network: 0.5227839946746826 seconds Testing time for Neural Network: 0.0006439685821533203 seconds RMSE for Neural Network: 424.11467562090246 MAE for Neural Network: 338.84251760613205 Training time for Neural Network: 0.22054791450500488 seconds Testing time for Neural Network: 0.0009620189666748047 seconds RMSE for Neural Network: 422.0486192844471 MAE for Neural Network: 336.2529266795261 Training time for Neural Network: 0.6868488788604736 seconds Testing time for Neural Network: 0.0007011890411376953 seconds RMSE for Neural Network: 422.8716825709716 MAE for Neural Network: 337.2854185716351 Training time for Neural Network: 0.6072409152984619 seconds Testing time for Neural Network: 0.002313852310180664 seconds RMSE for Neural Network: 0.4095743941646995 MAE for Neural Network: 0.336795076327022 Training time for Neural Network: 0.6598877906799316 seconds Testing time for Neural Network: 0.015115022659301758 seconds RMSE for Neural Network: 0.2529960804626643 MAE for Neural Network: 0.19431057659104123 Training time for Neural Network: 1.2352230548858643 seconds Testing time for Neural Network: 0.0006270408630371094 seconds RMSE for Neural Network: 0.07615320961314431 MAE for Neural Network: 0.054122888973043126 Training time for Neural Network: 1.0776290893554688 seconds Testing time for Neural Network: 0.00067901611328125 seconds RMSE for Neural Network: 421.9045913924145 MAE for Neural Network: 336.0721319875226 Training time for Neural Network: 0.6304898262023926 seconds Testing time for Neural Network: 0.0006661415100097656 seconds RMSE for Neural Network: 421.7069978630846 MAE for Neural Network: 335.8240397996162 Training time for Neural Network: 0.9162030220031738 seconds Testing time for Neural Network: 0.0007033348083496094 seconds RMSE for Neural Network: 424.01421179619535 MAE for Neural Network: 338.7167628945862 Training time for Neural Network: 0.5810120105743408 seconds Testing time for Neural Network: 0.0006570816040039062 seconds RMSE for Neural Network: 423.6277093435414 MAE for Neural Network: 338.2328041220937 Training time for Neural Network: 0.48721814155578613 seconds Testing time for Neural Network: 0.0008928775787353516 seconds RMSE for Neural Network: 424.0619957175837 MAE for Neural Network: 338.77657810512596 Training time for Neural Network: 0.8524198532104492 seconds Testing time for Neural Network: 0.0006940364837646484 seconds RMSE for Neural Network: 422.6914083031822 MAE for Neural Network: 337.0593720903871 Training time for Neural Network: 0.8756248950958252 seconds Testing time for Neural Network: 0.0006551742553710938 seconds RMSE for Neural Network: 423.6584784282592 MAE for Neural Network: 338.2713407972751 Training time for Neural Network: 0.7371969223022461 seconds Testing time for Neural Network: 0.0009732246398925781 seconds RMSE for Neural Network: 4.485323084169087 MAE for Neural Network: 3.877541703728604 Training time for Neural Network: 1.059424877166748 seconds Testing time for Neural Network: 0.0007030963897705078 seconds RMSE for Neural Network: 422.30078408086615 MAE for Neural Network: 336.5693775374594 Training time for Neural Network: 0.9562737941741943 seconds Testing time for Neural Network: 0.0007181167602539062 seconds RMSE for Neural Network: 0.1559114133909555 MAE for Neural Network: 0.12271434042223507 Training time for Neural Network: 1.5244078636169434 seconds Testing time for Neural Network: 0.0006859302520751953 seconds RMSE for Neural Network: 423.17973295859855 MAE for Neural Network: 337.6715564680408 Training time for Neural Network: 1.1218318939208984 seconds Testing time for Neural Network: 0.0007078647613525391 seconds RMSE for Neural Network: 424.0104891221751 MAE for Neural Network: 338.71210274548025 Training time for Neural Network: 0.6847100257873535 seconds Testing time for Neural Network: 0.0019469261169433594 seconds RMSE for Neural Network: 0.3230616520321009 MAE for Neural Network: 0.2028609664892582 Training time for Neural Network: 0.790665864944458 seconds Testing time for Neural Network: 0.0077381134033203125 seconds RMSE for Neural Network: 424.34255223922 MAE for Neural Network: 339.1276976325197 Training time for Neural Network: 0.6663310527801514 seconds Testing time for Neural Network: 0.0006418228149414062 seconds RMSE for Neural Network: 0.5666066743370763 MAE for Neural Network: 0.4184978988485154 Training time for Neural Network: 0.47100377082824707 seconds Testing time for Neural Network: 0.0031511783599853516 seconds RMSE for Neural Network: 423.5637664348458 MAE for Neural Network: 338.152713869209 Training time for Neural Network: 0.719545841217041 seconds Testing time for Neural Network: 0.0007741451263427734 seconds RMSE for Neural Network: 423.61582493939926 MAE for Neural Network: 338.21791909910144 Training time for Neural Network: 1.6178717613220215 seconds Testing time for Neural Network: 0.0030791759490966797 seconds RMSE for Neural Network: 0.7042097561905264 MAE for Neural Network: 0.570745379284011 Training time for Neural Network: 0.9658899307250977 seconds Testing time for Neural Network: 0.005510091781616211 seconds RMSE for Neural Network: 0.27258217300996856 MAE for Neural Network: 0.22045589970887378 Training time for Neural Network: 0.7180068492889404 seconds Testing time for Neural Network: 0.0007038116455078125 seconds RMSE for Neural Network: 423.3617858373234 MAE for Neural Network: 337.89968240293774 Training time for Neural Network: 0.818648099899292 seconds Testing time for Neural Network: 0.0006349086761474609 seconds RMSE for Neural Network: 423.92817732763996 MAE for Neural Network: 338.60905657258115 Training time for Neural Network: 0.6868941783905029 seconds Testing time for Neural Network: 0.0006909370422363281 seconds RMSE for Neural Network: 423.83907397517476 MAE for Neural Network: 338.49749524741264 Training time for Neural Network: 0.9060561656951904 seconds Testing time for Neural Network: 0.003715038299560547 seconds RMSE for Neural Network: 424.4020700206226 MAE for Neural Network: 339.2021678858023 Training time for Neural Network: 0.9914228916168213 seconds Testing time for Neural Network: 0.0006721019744873047 seconds RMSE for Neural Network: 421.8840054702168 MAE for Neural Network: 336.0462880798304 Training time for Neural Network: 0.45598888397216797 seconds Testing time for Neural Network: 0.0007328987121582031 seconds RMSE for Neural Network: 423.7634552174398 MAE for Neural Network: 338.4028067827772 Training time for Neural Network: 0.8654940128326416 seconds Testing time for Neural Network: 0.0006589889526367188 seconds RMSE for Neural Network: 3.5583501045415487 MAE for Neural Network: 2.763685285818657 Training time for Neural Network: 0.3784158229827881 seconds Testing time for Neural Network: 0.0018863677978515625 seconds RMSE for Neural Network: 4.8697437564881625 MAE for Neural Network: 4.03522962157341 Training time for Neural Network: 0.474743127822876 seconds Testing time for Neural Network: 0.0006592273712158203 seconds RMSE for Neural Network: 0.20001299835386785 MAE for Neural Network: 0.15564144467582317 Training time for Neural Network: 0.49467992782592773 seconds Testing time for Neural Network: 0.004308938980102539 seconds RMSE for Neural Network: 422.43083469098286 MAE for Neural Network: 336.732540391271 Training time for Neural Network: 0.5498082637786865 seconds Testing time for Neural Network: 0.0006818771362304688 seconds RMSE for Neural Network: 0.32980682371471953 MAE for Neural Network: 0.2805832860762916 Training time for Neural Network: 0.5493559837341309 seconds Testing time for Neural Network: 0.0006756782531738281 seconds RMSE for Neural Network: 423.13859658291386 MAE for Neural Network: 337.6200017457444 Training time for Neural Network: 0.5420029163360596 seconds Testing time for Neural Network: 0.0006539821624755859 seconds RMSE for Neural Network: 423.5295616221272 MAE for Neural Network: 338.1098685759849 Training time for Neural Network: 0.5680720806121826 seconds Testing time for Neural Network: 0.0009229183197021484 seconds RMSE for Neural Network: 0.25557050800912634 MAE for Neural Network: 0.2014773245958798 Training time for Neural Network: 0.5674707889556885 seconds Testing time for Neural Network: 0.0006709098815917969 seconds RMSE for Neural Network: 0.4728932728291346 MAE for Neural Network: 0.3654037623033439 Training time for Neural Network: 0.670335054397583 seconds Testing time for Neural Network: 0.006616115570068359 seconds RMSE for Neural Network: 423.85929401182955 MAE for Neural Network: 338.52281279235103 Training time for Neural Network: 1.0201399326324463 seconds Testing time for Neural Network: 0.0007138252258300781 seconds RMSE for Neural Network: 1.309954892622675 MAE for Neural Network: 0.9500013738690217 Training time for Neural Network: 0.840033769607544 seconds Testing time for Neural Network: 0.0006489753723144531 seconds RMSE for Neural Network: 421.77284884368254 MAE for Neural Network: 335.90672765271376 Training time for Neural Network: 0.9661669731140137 seconds Testing time for Neural Network: 0.0006999969482421875 seconds RMSE for Neural Network: 422.88343784219455 MAE for Neural Network: 337.30015662888707 Training time for Neural Network: 0.6861670017242432 seconds Testing time for Neural Network: 0.0006861686706542969 seconds RMSE for Neural Network: 422.8174781791572 MAE for Neural Network: 337.2174573097018 Training time for Neural Network: 1.1424109935760498 seconds Testing time for Neural Network: 0.0006771087646484375 seconds RMSE for Neural Network: 0.2682291242431566 MAE for Neural Network: 0.21349760540821128 Training time for Neural Network: 0.7039480209350586 seconds Testing time for Neural Network: 0.0006821155548095703 seconds RMSE for Neural Network: 422.4328669825883 MAE for Neural Network: 336.7350898967431 Training time for Neural Network: 0.9383060932159424 seconds Testing time for Neural Network: 0.0006690025329589844 seconds RMSE for Neural Network: 422.1010127527786 MAE for Neural Network: 336.3186861111941 Training time for Neural Network: 0.6540019512176514 seconds Testing time for Neural Network: 0.0018990039825439453 seconds RMSE for Neural Network: 421.6791668763085 MAE for Neural Network: 335.7890907074501 Training time for Neural Network: 1.0879089832305908 seconds Testing time for Neural Network: 0.0006868839263916016 seconds RMSE for Neural Network: 0.16935942243092228 MAE for Neural Network: 0.13147040498997659 Training time for Neural Network: 0.6104409694671631 seconds Testing time for Neural Network: 0.0007810592651367188 seconds RMSE for Neural Network: 423.8017824309076 MAE for Neural Network: 338.45080063763015 Training time for Neural Network: 0.3818068504333496 seconds Testing time for Neural Network: 0.0009710788726806641 seconds RMSE for Neural Network: 0.4483206498968277 MAE for Neural Network: 0.3554931378454367 Training time for Neural Network: 0.5454871654510498 seconds Testing time for Neural Network: 0.001918792724609375 seconds RMSE for Neural Network: 422.89026152732407 MAE for Neural Network: 337.30871165045096 Training time for Neural Network: 0.552436113357544 seconds Testing time for Neural Network: 0.0006756782531738281 seconds RMSE for Neural Network: 423.63678127215275 MAE for Neural Network: 338.2441664053769 Training time for Neural Network: 0.6286821365356445 seconds Testing time for Neural Network: 0.0006558895111083984 seconds RMSE for Neural Network: 423.8312246904724 MAE for Neural Network: 338.487666958878 Training time for Neural Network: 2.1535089015960693 seconds Testing time for Neural Network: 0.0034029483795166016 seconds RMSE for Neural Network: 0.21043436267553717 MAE for Neural Network: 0.17115966831340862 Training time for Neural Network: 0.9081509113311768 seconds Testing time for Neural Network: 0.0009701251983642578 seconds RMSE for Neural Network: 423.4262839701488 MAE for Neural Network: 337.98048999521785 Training time for Neural Network: 0.6069529056549072 seconds Testing time for Neural Network: 0.0010428428649902344 seconds RMSE for Neural Network: 0.3082555164515764 MAE for Neural Network: 0.24676659570977683 Training time for Neural Network: 0.6204428672790527 seconds Testing time for Neural Network: 0.00542902946472168 seconds RMSE for Neural Network: 422.4176708470752 MAE for Neural Network: 336.71602620681205 Training time for Neural Network: 0.6527643203735352 seconds Testing time for Neural Network: 0.0036470890045166016 seconds RMSE for Neural Network: 0.3270560663273918 MAE for Neural Network: 0.25207631986804135 Training time for Neural Network: 0.9495849609375 seconds Testing time for Neural Network: 0.0019240379333496094 seconds RMSE for Neural Network: 0.1342190312886054 MAE for Neural Network: 0.11059168096817043 Training time for Neural Network: 1.2030620574951172 seconds Testing time for Neural Network: 0.0007770061492919922 seconds RMSE for Neural Network: 422.6828682905992 MAE for Neural Network: 337.04866237237394 Training time for Neural Network: 1.0013360977172852 seconds Testing time for Neural Network: 0.0028810501098632812 seconds RMSE for Neural Network: 0.3609324567092787 MAE for Neural Network: 0.2915226194862135 Training time for Neural Network: 1.532785177230835 seconds Testing time for Neural Network: 0.0020020008087158203 seconds RMSE for Neural Network: 423.65792266612823 MAE for Neural Network: 338.27064474828074 Training time for Neural Network: 0.9946749210357666 seconds Testing time for Neural Network: 0.0021610260009765625 seconds RMSE for Neural Network: 422.2512746987577 MAE for Neural Network: 336.50725496690893 Training time for Neural Network: 0.9524049758911133 seconds Testing time for Neural Network: 0.004139900207519531 seconds RMSE for Neural Network: 9.685489587603758 MAE for Neural Network: 7.951869036314529 Training time for Neural Network: 1.1071622371673584 seconds Testing time for Neural Network: 0.0006539821624755859 seconds RMSE for Neural Network: 0.23240267239427484 MAE for Neural Network: 0.18054761278919673 Training time for Neural Network: 0.9514291286468506 seconds Testing time for Neural Network: 0.011641740798950195 seconds RMSE for Neural Network: 0.30237552702635123 MAE for Neural Network: 0.23745981709959427 Training time for Neural Network: 1.113314151763916 seconds Testing time for Neural Network: 0.0010118484497070312 seconds RMSE for Neural Network: 0.1994102289191621 MAE for Neural Network: 0.15638430457523264 Training time for Neural Network: 0.9362359046936035 seconds Testing time for Neural Network: 0.0006799697875976562 seconds RMSE for Neural Network: 422.7352355637416 MAE for Neural Network: 337.1143323084478 Training time for Neural Network: 0.9619908332824707 seconds Testing time for Neural Network: 0.0006902217864990234 seconds RMSE for Neural Network: 0.5627906146305507 MAE for Neural Network: 0.42852428307094775 Training time for Neural Network: 1.1982171535491943 seconds Testing time for Neural Network: 0.003390073776245117 seconds RMSE for Neural Network: 424.1481872137879 MAE for Neural Network: 338.8844616936294 Training time for Neural Network: 1.5573389530181885 seconds Testing time for Neural Network: 0.008460044860839844 seconds RMSE for Neural Network: 0.26879055567335625 MAE for Neural Network: 0.19685423624344728 Training time for Neural Network: 0.8579020500183105 seconds Testing time for Neural Network: 0.0016770362854003906 seconds RMSE for Neural Network: 423.75791299092066 MAE for Neural Network: 338.39586652773886 Training time for Neural Network: 2.041818141937256 seconds Testing time for Neural Network: 0.0006940364837646484 seconds RMSE for Neural Network: 423.514365004459 MAE for Neural Network: 338.09083250772807 Training time for Neural Network: 0.6051740646362305 seconds Testing time for Neural Network: 0.0006740093231201172 seconds RMSE for Neural Network: 422.2452229558086 MAE for Neural Network: 336.4996611731414 Training time for Neural Network: 0.5180506706237793 seconds Testing time for Neural Network: 0.0019152164459228516 seconds RMSE for Neural Network: 0.26933197405424475 MAE for Neural Network: 0.1999756230178263 Training time for Neural Network: 1.1137340068817139 seconds Testing time for Neural Network: 0.003329038619995117 seconds RMSE for Neural Network: 0.16050985623067623 MAE for Neural Network: 0.12437081396221317 Training time for Neural Network: 1.4397120475769043 seconds Testing time for Neural Network: 0.0031728744506835938 seconds RMSE for Neural Network: 423.677544670465 MAE for Neural Network: 338.2952194735132 Training time for Neural Network: 1.4100847244262695 seconds Testing time for Neural Network: 0.0019183158874511719 seconds RMSE for Neural Network: 422.4138394543186 MAE for Neural Network: 336.71121962770616 Training time for Neural Network: 0.49823617935180664 seconds Testing time for Neural Network: 0.0006382465362548828 seconds RMSE for Neural Network: 422.5149160456115 MAE for Neural Network: 336.8380143951521 Training time for Neural Network: 0.6963009834289551 seconds Testing time for Neural Network: 0.0006890296936035156 seconds RMSE for Neural Network: 0.32807803469797797 MAE for Neural Network: 0.27278334472034027 Training time for Neural Network: 1.2504289150238037 seconds Testing time for Neural Network: 0.0006852149963378906 seconds RMSE for Neural Network: 422.28671868479546 MAE for Neural Network: 336.5517292158964 Training time for Neural Network: 0.6707789897918701 seconds Testing time for Neural Network: 0.00304412841796875 seconds RMSE for Neural Network: 0.6269086650026555 MAE for Neural Network: 0.5162180363621113 Training time for Neural Network: 0.711320161819458 seconds Testing time for Neural Network: 0.0052490234375 seconds RMSE for Neural Network: 0.14284257886530996 MAE for Neural Network: 0.11201383257412338 Training time for Neural Network: 0.6041247844696045 seconds Testing time for Neural Network: 0.0005681514739990234 seconds RMSE for Neural Network: 421.71113541598726 MAE for Neural Network: 335.8292354671935 Training time for Neural Network: 0.7576532363891602 seconds Testing time for Neural Network: 0.0006849765777587891 seconds RMSE for Neural Network: 0.45068376989298675 MAE for Neural Network: 0.3587076531846687 Training time for Neural Network: 0.4368319511413574 seconds Testing time for Neural Network: 0.0014011859893798828 seconds RMSE for Neural Network: 422.2580516385522 MAE for Neural Network: 336.5157586714547 Training time for Neural Network: 0.687777042388916 seconds Testing time for Neural Network: 0.000614166259765625 seconds RMSE for Neural Network: 422.08504577103986 MAE for Neural Network: 336.298646331173 Training time for Neural Network: 0.680168867111206 seconds Testing time for Neural Network: 0.0006709098815917969 seconds RMSE for Neural Network: 0.44499495100283276 MAE for Neural Network: 0.3468586721164806 Training time for Neural Network: 0.5714161396026611 seconds Testing time for Neural Network: 0.0006499290466308594 seconds RMSE for Neural Network: 423.37687133354467 MAE for Neural Network: 337.91858315401856 Training time for Neural Network: 0.5826492309570312 seconds Testing time for Neural Network: 0.0006227493286132812 seconds RMSE for Neural Network: 423.21968538417156 MAE for Neural Network: 337.72162465159926 Training time for Neural Network: 0.9487988948822021 seconds Testing time for Neural Network: 0.0007879734039306641 seconds RMSE for Neural Network: 1.0122156266115698 MAE for Neural Network: 0.7712205017450405 Training time for Neural Network: 0.7221558094024658 seconds Testing time for Neural Network: 0.002315044403076172 seconds RMSE for Neural Network: 0.2765017761513872 MAE for Neural Network: 0.22509492468624537 Training time for Neural Network: 1.2476117610931396 seconds Testing time for Neural Network: 0.0035181045532226562 seconds RMSE for Neural Network: 423.25689528921635 MAE for Neural Network: 337.76825349713545 Training time for Neural Network: 0.3087790012359619 seconds Testing time for Neural Network: 0.0013051033020019531 seconds RMSE for Neural Network: 424.34217732038576 MAE for Neural Network: 339.12722850523846 Training time for Neural Network: 0.7117660045623779 seconds Testing time for Neural Network: 0.000675201416015625 seconds RMSE for Neural Network: 423.3178217199901 MAE for Neural Network: 337.8445971839654 Training time for Neural Network: 0.8389120101928711 seconds Testing time for Neural Network: 0.002866983413696289 seconds RMSE for Neural Network: 423.7490173581558 MAE for Neural Network: 338.3847268607748 Training time for Neural Network: 1.8917272090911865 seconds Testing time for Neural Network: 0.0008976459503173828 seconds RMSE for Neural Network: 423.788895253909 MAE for Neural Network: 338.4346634155065 Training time for Neural Network: 0.8515231609344482 seconds Testing time for Neural Network: 0.0028228759765625 seconds RMSE for Neural Network: 422.9642332569661 MAE for Neural Network: 337.4014467593341 Training time for Neural Network: 0.6509182453155518 seconds Testing time for Neural Network: 0.0008528232574462891 seconds RMSE for Neural Network: 0.2020631076797232 MAE for Neural Network: 0.16052203442871693 Training time for Neural Network: 0.5565879344940186 seconds Testing time for Neural Network: 0.0006618499755859375 seconds RMSE for Neural Network: 422.04110887845786 MAE for Neural Network: 336.24349992824676 Training time for Neural Network: 0.7184388637542725 seconds Testing time for Neural Network: 0.0006670951843261719 seconds RMSE for Neural Network: 423.21359512090396 MAE for Neural Network: 337.71399253776707 Training time for Neural Network: 1.2820909023284912 seconds Testing time for Neural Network: 0.0007181167602539062 seconds RMSE for Neural Network: 421.82816302852297 MAE for Neural Network: 335.9761788946601 Training time for Neural Network: 1.14906907081604 seconds Testing time for Neural Network: 0.0015017986297607422 seconds RMSE for Neural Network: 423.6493929636887 MAE for Neural Network: 338.2599618919455 Training time for Neural Network: 0.6967580318450928 seconds Testing time for Neural Network: 0.0050318241119384766 seconds RMSE for Neural Network: 422.1893956135575 MAE for Neural Network: 336.42960545882335 Training time for Neural Network: 1.2441999912261963 seconds Testing time for Neural Network: 0.0008299350738525391 seconds RMSE for Neural Network: 423.1068574927612 MAE for Neural Network: 337.58022234431667 Training time for Neural Network: 0.7275159358978271 seconds Testing time for Neural Network: 0.0014569759368896484 seconds RMSE for Neural Network: 6.9992224491634545 MAE for Neural Network: 5.6995120086332305 Training time for Neural Network: 0.6924400329589844 seconds Testing time for Neural Network: 0.0008511543273925781 seconds RMSE for Neural Network: 0.5007625438262807 MAE for Neural Network: 0.40382927029405763 Training time for Neural Network: 0.556995153427124 seconds Testing time for Neural Network: 0.0007789134979248047 seconds RMSE for Neural Network: 0.465417355635727 MAE for Neural Network: 0.3876019062829165 Training time for Neural Network: 0.44699597358703613 seconds Testing time for Neural Network: 0.0008251667022705078 seconds RMSE for Neural Network: 423.8470270802475 MAE for Neural Network: 338.5074534266603 Training time for Neural Network: 0.21729421615600586 seconds Testing time for Neural Network: 0.0005848407745361328 seconds RMSE for Neural Network: 2.3731966106274585 MAE for Neural Network: 1.9436314173336253 Training time for Neural Network: 0.4432861804962158 seconds Testing time for Neural Network: 0.003240823745727539 seconds RMSE for Neural Network: 424.2720412676001 MAE for Neural Network: 339.03946475597013 Training time for Neural Network: 0.6841111183166504 seconds Testing time for Neural Network: 0.003773927688598633 seconds RMSE for Neural Network: 0.2475228659371198 MAE for Neural Network: 0.20162526128867284 Training time for Neural Network: 0.5710539817810059 seconds Testing time for Neural Network: 0.0006418228149414062 seconds RMSE for Neural Network: 0.483881916578816 MAE for Neural Network: 0.4038149876056054 Training time for Neural Network: 0.48870301246643066 seconds Testing time for Neural Network: 0.00060272216796875 seconds RMSE for Neural Network: 0.5208940264527882 MAE for Neural Network: 0.4125989859842258 Training time for Neural Network: 0.557520866394043 seconds Testing time for Neural Network: 0.0006399154663085938 seconds RMSE for Neural Network: 0.14269978693615 MAE for Neural Network: 0.10683996752436198 Training time for Neural Network: 0.6028509140014648 seconds Testing time for Neural Network: 0.0006172657012939453 seconds RMSE for Neural Network: 422.17031282368197 MAE for Neural Network: 336.4056579344111 Training time for Neural Network: 0.41678690910339355 seconds Testing time for Neural Network: 0.0017521381378173828 seconds RMSE for Neural Network: 422.027383977698 MAE for Neural Network: 336.2262727505063 Training time for Neural Network: 0.5292739868164062 seconds Testing time for Neural Network: 0.0006861686706542969 seconds RMSE for Neural Network: 421.64709753405344 MAE for Neural Network: 335.748817599601 Training time for Neural Network: 0.9466879367828369 seconds Testing time for Neural Network: 0.002895832061767578 seconds RMSE for Neural Network: 15.401074699194186 MAE for Neural Network: 12.788273445304107 Training time for Neural Network: 0.42868709564208984 seconds Testing time for Neural Network: 0.0008778572082519531 seconds RMSE for Neural Network: 0.845478438382644 MAE for Neural Network: 0.6480921500239141 Training time for Neural Network: 0.7167768478393555 seconds Testing time for Neural Network: 0.0026252269744873047 seconds RMSE for Neural Network: 421.91933531494374 MAE for Neural Network: 336.09064130564906 Training time for Neural Network: 0.6706287860870361 seconds Testing time for Neural Network: 0.000640869140625 seconds RMSE for Neural Network: 0.46435627678791436 MAE for Neural Network: 0.3658414762831877 Training time for Neural Network: 0.6341960430145264 seconds Testing time for Neural Network: 0.002643108367919922 seconds RMSE for Neural Network: 0.1888039406589228 MAE for Neural Network: 0.15562281702862676 Training time for Neural Network: 0.5218539237976074 seconds Testing time for Neural Network: 0.0007758140563964844 seconds RMSE for Neural Network: 0.18002660554478978 MAE for Neural Network: 0.1254149321780745 Training time for Neural Network: 0.6867258548736572 seconds Testing time for Neural Network: 0.0006692409515380859 seconds RMSE for Neural Network: 424.0414682622666 MAE for Neural Network: 338.75088260646254 Training time for Neural Network: 0.5376288890838623 seconds Testing time for Neural Network: 0.0021581649780273438 seconds RMSE for Neural Network: 4.1083889567367455 MAE for Neural Network: 3.057244901786131 Training time for Neural Network: 0.7300548553466797 seconds Testing time for Neural Network: 0.0006339550018310547 seconds RMSE for Neural Network: 423.4444617582608 MAE for Neural Network: 338.0032630824468 Training time for Neural Network: 0.6287581920623779 seconds Testing time for Neural Network: 0.0009489059448242188 seconds RMSE for Neural Network: 423.68923933089394 MAE for Neural Network: 338.30986563419935 Training time for Neural Network: 0.6055850982666016 seconds Testing time for Neural Network: 0.0006830692291259766 seconds RMSE for Neural Network: 0.4560517543414352 MAE for Neural Network: 0.36545691425889615 Training time for Neural Network: 0.5608320236206055 seconds Testing time for Neural Network: 0.0015587806701660156 seconds RMSE for Neural Network: 0.32666051611040386 MAE for Neural Network: 0.24901884435358085 Training time for Neural Network: 0.6865861415863037 seconds Testing time for Neural Network: 0.0036458969116210938 seconds RMSE for Neural Network: 422.20786337546997 MAE for Neural Network: 336.45278057510245 Training time for Neural Network: 0.6404409408569336 seconds Testing time for Neural Network: 0.0014719963073730469 seconds RMSE for Neural Network: 422.22020251498515 MAE for Neural Network: 336.46826458439375 Training time for Neural Network: 0.676642894744873 seconds Testing time for Neural Network: 0.0006618499755859375 seconds RMSE for Neural Network: 0.09625268892281696 MAE for Neural Network: 0.07224489920881354 Training time for Neural Network: 0.6388609409332275 seconds Testing time for Neural Network: 0.0006420612335205078 seconds RMSE for Neural Network: 422.46986714153934 MAE for Neural Network: 336.7815052867785 Training time for Neural Network: 0.536710262298584 seconds Testing time for Neural Network: 0.0006630420684814453 seconds RMSE for Neural Network: 0.30893717531730985 MAE for Neural Network: 0.2360309779239332 Training time for Neural Network: 0.5048329830169678 seconds Testing time for Neural Network: 0.00185394287109375 seconds RMSE for Neural Network: 422.32709171276906 MAE for Neural Network: 336.60238569446324 Training time for Neural Network: 0.38852405548095703 seconds Testing time for Neural Network: 0.0009200572967529297 seconds RMSE for Neural Network: 1.2058254487444215 MAE for Neural Network: 0.9549213724612747 Training time for Neural Network: 0.4837760925292969 seconds Testing time for Neural Network: 0.0006110668182373047 seconds RMSE for Neural Network: 0.6384324361845864 MAE for Neural Network: 0.5329289052567199 Training time for Neural Network: 0.38311100006103516 seconds Testing time for Neural Network: 0.0020470619201660156 seconds RMSE for Neural Network: 0.30425032615672115 MAE for Neural Network: 0.2355502873820069 Training time for Neural Network: 0.45039916038513184 seconds Testing time for Neural Network: 0.0006079673767089844 seconds RMSE for Neural Network: 0.2514875418761011 MAE for Neural Network: 0.19816807220191934 Training time for Neural Network: 0.4508957862854004 seconds Testing time for Neural Network: 0.0006082057952880859 seconds RMSE for Neural Network: 0.1427055181604286 MAE for Neural Network: 0.12171957351519609 Training time for Neural Network: 0.6105809211730957 seconds Testing time for Neural Network: 0.0006902217864990234 seconds RMSE for Neural Network: 424.33367932240066 MAE for Neural Network: 339.11659509367047 Training time for Neural Network: 0.5034811496734619 seconds Testing time for Neural Network: 0.0023376941680908203 seconds RMSE for Neural Network: 424.3212643644797 MAE for Neural Network: 339.1010602350119 Training time for Neural Network: 0.46410083770751953 seconds Testing time for Neural Network: 0.0006341934204101562 seconds RMSE for Neural Network: 0.3679969153942709 MAE for Neural Network: 0.2985988075848751 Training time for Neural Network: 0.40985703468322754 seconds Testing time for Neural Network: 0.0013921260833740234 seconds RMSE for Neural Network: 378.16183388079173 MAE for Neural Network: 300.3303106631076 Training time for Neural Network: 0.5815191268920898 seconds Testing time for Neural Network: 0.0006551742553710938 seconds RMSE for Neural Network: 421.74957596182406 MAE for Neural Network: 335.8775051780291 Training time for Neural Network: 1.062180995941162 seconds Testing time for Neural Network: 0.0007638931274414062 seconds RMSE for Neural Network: 423.3963161167399 MAE for Neural Network: 337.9429451281161 Training time for Neural Network: 0.4274590015411377 seconds Testing time for Neural Network: 0.0006897449493408203 seconds RMSE for Neural Network: 423.1675392919577 MAE for Neural Network: 337.6562748877165 Training time for Neural Network: 0.4512641429901123 seconds Testing time for Neural Network: 0.0008540153503417969 seconds RMSE for Neural Network: 422.47344132324224 MAE for Neural Network: 336.7859888477274 Training time for Neural Network: 0.49829912185668945 seconds Testing time for Neural Network: 0.0006158351898193359 seconds RMSE for Neural Network: 422.77615142967255 MAE for Neural Network: 337.1656386382277 Training time for Neural Network: 0.4484591484069824 seconds Testing time for Neural Network: 0.0006909370422363281 seconds RMSE for Neural Network: 0.35202076607355376 MAE for Neural Network: 0.28824975197325986 Training time for Neural Network: 0.41211414337158203 seconds Testing time for Neural Network: 0.0006120204925537109 seconds RMSE for Neural Network: 422.161394605877 MAE for Neural Network: 336.39446600117765 Training time for Neural Network: 0.526724100112915 seconds Testing time for Neural Network: 0.0015747547149658203 seconds RMSE for Neural Network: 422.1671352734377 MAE for Neural Network: 336.40167027768985 Training time for Neural Network: 0.4358789920806885 seconds Testing time for Neural Network: 0.0008220672607421875 seconds RMSE for Neural Network: 422.18868437817196 MAE for Neural Network: 336.42871292089535 Training time for Neural Network: 0.47586989402770996 seconds Testing time for Neural Network: 0.0014989376068115234 seconds RMSE for Neural Network: 1.1385745497055075 MAE for Neural Network: 0.8561113204828424 Training time for Neural Network: 0.436352014541626 seconds Testing time for Neural Network: 0.0007870197296142578 seconds RMSE for Neural Network: 421.77597687312914 MAE for Neural Network: 335.9106552759541 Training time for Neural Network: 0.4589369297027588 seconds Testing time for Neural Network: 0.0007970333099365234 seconds RMSE for Neural Network: 423.7967883540485 MAE for Neural Network: 338.44454712677043 Training time for Neural Network: 0.4654712677001953 seconds Testing time for Neural Network: 0.0007290840148925781 seconds RMSE for Neural Network: 0.3003432770523208 MAE for Neural Network: 0.24489673868210787 Training time for Neural Network: 0.4362616539001465 seconds Testing time for Neural Network: 0.0006673336029052734 seconds RMSE for Neural Network: 422.82752827140297 MAE for Neural Network: 337.230058453784 Training time for Neural Network: 0.4385697841644287 seconds Testing time for Neural Network: 0.002315998077392578 seconds RMSE for Neural Network: 0.28135038524594613 MAE for Neural Network: 0.2307214747748013 Training time for Neural Network: 0.43672800064086914 seconds Testing time for Neural Network: 0.00096893310546875 seconds RMSE for Neural Network: 423.23406197900255 MAE for Neural Network: 337.7396406699762 Training time for Neural Network: 0.35253310203552246 seconds Testing time for Neural Network: 0.0006868839263916016 seconds RMSE for Neural Network: 0.400503684573356 MAE for Neural Network: 0.3125064857044716 Training time for Neural Network: 0.39101219177246094 seconds Testing time for Neural Network: 0.0008289813995361328 seconds RMSE for Neural Network: 423.39390792968874 MAE for Neural Network: 337.9399279940332 Training time for Neural Network: 0.2440340518951416 seconds Testing time for Neural Network: 0.0006787776947021484 seconds RMSE for Neural Network: 4.62667554862561 MAE for Neural Network: 3.9334489583953003 Training time for Neural Network: 0.4114561080932617 seconds Testing time for Neural Network: 0.0007328987121582031 seconds RMSE for Neural Network: 422.4676250146469 MAE for Neural Network: 336.77869268431283 Training time for Neural Network: 0.43956422805786133 seconds Testing time for Neural Network: 0.0021097660064697266 seconds RMSE for Neural Network: 24.131177560015864 MAE for Neural Network: 20.117373207034106 Training time for Neural Network: 0.4268357753753662 seconds Testing time for Neural Network: 0.0006411075592041016 seconds RMSE for Neural Network: 0.2866728055371663 MAE for Neural Network: 0.21798966570736922 Training time for Neural Network: 0.39093995094299316 seconds Testing time for Neural Network: 0.002622842788696289 seconds RMSE for Neural Network: 0.27978308260575624 MAE for Neural Network: 0.22410753751468115 Training time for Neural Network: 0.40569496154785156 seconds Testing time for Neural Network: 0.0007109642028808594 seconds RMSE for Neural Network: 0.2513691369169145 MAE for Neural Network: 0.16809267927976157 Training time for Neural Network: 0.5478579998016357 seconds Testing time for Neural Network: 0.0008728504180908203 seconds RMSE for Neural Network: 423.94128637632497 MAE for Neural Network: 338.62546855641517 Training time for Neural Network: 0.3876640796661377 seconds Testing time for Neural Network: 0.0018010139465332031 seconds RMSE for Neural Network: 421.9556797663305 MAE for Neural Network: 336.1362660405814 Training time for Neural Network: 0.37183499336242676 seconds Testing time for Neural Network: 0.0006151199340820312 seconds RMSE for Neural Network: 10.223553081063692 MAE for Neural Network: 8.459220739801404 Training time for Neural Network: 0.3933219909667969 seconds Testing time for Neural Network: 0.0006210803985595703 seconds RMSE for Neural Network: 0.2822494714534914 MAE for Neural Network: 0.2122079860385211 Training time for Neural Network: 0.40219807624816895 seconds Testing time for Neural Network: 0.0006380081176757812 seconds RMSE for Neural Network: 0.4576698412997452 MAE for Neural Network: 0.3399298962720676 Training time for Neural Network: 0.4828929901123047 seconds Testing time for Neural Network: 0.0006389617919921875 seconds RMSE for Neural Network: 423.080382439494 MAE for Neural Network: 337.5470391897802 Training time for Neural Network: 0.36936211585998535 seconds Testing time for Neural Network: 0.0005640983581542969 seconds RMSE for Neural Network: 0.43454700981026423 MAE for Neural Network: 0.332174508296167 Training time for Neural Network: 0.43744993209838867 seconds Testing time for Neural Network: 0.0006148815155029297 seconds RMSE for Neural Network: 0.14527495706549018 MAE for Neural Network: 0.11659210013158987 Training time for Neural Network: 0.31911802291870117 seconds Testing time for Neural Network: 0.0005450248718261719 seconds RMSE for Neural Network: 14.331213021725976 MAE for Neural Network: 11.872053701488111 Training time for Neural Network: 0.4123063087463379 seconds Testing time for Neural Network: 0.0005660057067871094 seconds RMSE for Neural Network: 423.4244156980755 MAE for Neural Network: 337.97814939711 Training time for Neural Network: 0.23614788055419922 seconds Testing time for Neural Network: 0.0014450550079345703 seconds RMSE for Neural Network: 423.40792760551227 MAE for Neural Network: 337.95749262271625 Training time for Neural Network: 0.8421778678894043 seconds Testing time for Neural Network: 0.0011472702026367188 seconds RMSE for Neural Network: 422.02056312693793 MAE for Neural Network: 336.217711256585 Training time for Neural Network: 1.6045355796813965 seconds Testing time for Neural Network: 0.0006730556488037109 seconds RMSE for Neural Network: 2.4897250850255555 MAE for Neural Network: 1.4551290587080785 Training time for Neural Network: 0.6984319686889648 seconds Testing time for Neural Network: 0.0006711483001708984 seconds RMSE for Neural Network: 423.1009213945319 MAE for Neural Network: 337.5727822937453 Training time for Neural Network: 0.8749618530273438 seconds Testing time for Neural Network: 0.008733034133911133 seconds RMSE for Neural Network: 422.3912835682534 MAE for Neural Network: 336.6829221910063 Training time for Neural Network: 1.1801400184631348 seconds Testing time for Neural Network: 0.004148960113525391 seconds RMSE for Neural Network: 422.6761588698301 MAE for Neural Network: 337.0402482458028 Training time for Neural Network: 1.7978498935699463 seconds Testing time for Neural Network: 0.0006880760192871094 seconds RMSE for Neural Network: 423.32605875368625 MAE for Neural Network: 337.85491809439145 Training time for Neural Network: 1.175177812576294 seconds Testing time for Neural Network: 0.0010716915130615234 seconds RMSE for Neural Network: 422.94770145148107 MAE for Neural Network: 337.3807223652971 Training time for Neural Network: 0.5128183364868164 seconds Testing time for Neural Network: 0.008710861206054688 seconds RMSE for Neural Network: 0.3322412669050179 MAE for Neural Network: 0.25582654707623975 Training time for Neural Network: 0.750126838684082 seconds Testing time for Neural Network: 0.0006618499755859375 seconds RMSE for Neural Network: 424.2387743663982 MAE for Neural Network: 338.9978338227875 Training time for Neural Network: 0.8940520286560059 seconds Testing time for Neural Network: 0.004887104034423828 seconds RMSE for Neural Network: 0.3082859308358458 MAE for Neural Network: 0.24479692962559724 Training time for Neural Network: 0.12741899490356445 seconds Testing time for Neural Network: 0.0005071163177490234 seconds RMSE for Neural Network: 422.76649466797215 MAE for Neural Network: 337.15352982652144 Training time for Neural Network: 0.5152909755706787 seconds Testing time for Neural Network: 0.001043081283569336 seconds RMSE for Neural Network: 422.14352250930455 MAE for Neural Network: 336.3720369727577 Training time for Neural Network: 0.5048408508300781 seconds Testing time for Neural Network: 0.0006771087646484375 seconds RMSE for Neural Network: 0.17434630721640745 MAE for Neural Network: 0.13250684702213686 Training time for Neural Network: 0.22584128379821777 seconds Testing time for Neural Network: 0.0005788803100585938 seconds RMSE for Neural Network: 423.32490323553174 MAE for Neural Network: 337.85347025006394 Training time for Neural Network: 0.6564898490905762 seconds Testing time for Neural Network: 0.0009081363677978516 seconds RMSE for Neural Network: 0.38302250631939305 MAE for Neural Network: 0.3113061716002782 Training time for Neural Network: 0.6540758609771729 seconds Testing time for Neural Network: 0.0006890296936035156 seconds RMSE for Neural Network: 422.00244255586745 MAE for Neural Network: 336.19496602976784 Training time for Neural Network: 0.556699275970459 seconds Testing time for Neural Network: 0.0014750957489013672 seconds RMSE for Neural Network: 0.28154202245860216 MAE for Neural Network: 0.22478408445803116 Training time for Neural Network: 0.4851367473602295 seconds Testing time for Neural Network: 0.0006742477416992188 seconds RMSE for Neural Network: 421.69791252576425 MAE for Neural Network: 335.81263092567804 Training time for Neural Network: 0.5503668785095215 seconds Testing time for Neural Network: 0.0006830692291259766 seconds RMSE for Neural Network: 4.181443805397117 MAE for Neural Network: 3.386620793256078 Training time for Neural Network: 0.26088690757751465 seconds Testing time for Neural Network: 0.0010461807250976562 seconds RMSE for Neural Network: 423.2834780831821 MAE for Neural Network: 337.80156376019664 Training time for Neural Network: 0.5896949768066406 seconds Testing time for Neural Network: 0.0006618499755859375 seconds RMSE for Neural Network: 424.38677379783115 MAE for Neural Network: 339.18302940325594 Training time for Neural Network: 0.7384021282196045 seconds Testing time for Neural Network: 0.0007159709930419922 seconds RMSE for Neural Network: 423.8338226718852 MAE for Neural Network: 338.49091996876604 Training time for Neural Network: 0.6627330780029297 seconds Testing time for Neural Network: 0.000759124755859375 seconds RMSE for Neural Network: 2.5418483592267505 MAE for Neural Network: 2.085137277513594 Training time for Neural Network: 1.2122611999511719 seconds Testing time for Neural Network: 0.0007066726684570312 seconds RMSE for Neural Network: 0.22542693645705106 MAE for Neural Network: 0.1639002608237752 Training time for Neural Network: 0.5856420993804932 seconds Testing time for Neural Network: 0.000705718994140625 seconds RMSE for Neural Network: 0.3450318329246796 MAE for Neural Network: 0.2621975931767328 Training time for Neural Network: 0.260223388671875 seconds Testing time for Neural Network: 0.0013356208801269531 seconds RMSE for Neural Network: 1.128425577258772 MAE for Neural Network: 0.9173107177335902 Training time for Neural Network: 0.6406447887420654 seconds Testing time for Neural Network: 0.0007443428039550781 seconds RMSE for Neural Network: 423.2874009407114 MAE for Neural Network: 337.8064792981051 Training time for Neural Network: 0.7963371276855469 seconds Testing time for Neural Network: 0.0021619796752929688 seconds RMSE for Neural Network: 0.45539168196728325 MAE for Neural Network: 0.36378166221613273 Training time for Neural Network: 0.8290348052978516 seconds Testing time for Neural Network: 0.0006930828094482422 seconds RMSE for Neural Network: 0.3425556110062639 MAE for Neural Network: 0.2644871048253854 Training time for Neural Network: 0.7020847797393799 seconds Testing time for Neural Network: 0.0006918907165527344 seconds RMSE for Neural Network: 0.35611903914808274 MAE for Neural Network: 0.2931818183941893 Training time for Neural Network: 0.8307831287384033 seconds Testing time for Neural Network: 0.0018038749694824219 seconds RMSE for Neural Network: 422.62238460770504 MAE for Neural Network: 336.9728084462328 Training time for Neural Network: 0.9693200588226318 seconds Testing time for Neural Network: 0.0007181167602539062 seconds RMSE for Neural Network: 424.2400916940479 MAE for Neural Network: 338.999482390774 Training time for Neural Network: 0.4927518367767334 seconds Testing time for Neural Network: 0.001583099365234375 seconds RMSE for Neural Network: 421.785234272744 MAE for Neural Network: 335.9222789740985 Training time for Neural Network: 0.739454984664917 seconds Testing time for Neural Network: 0.0006508827209472656 seconds RMSE for Neural Network: 0.1810651796074619 MAE for Neural Network: 0.13681558910816444 Training time for Neural Network: 0.8956680297851562 seconds Testing time for Neural Network: 0.0015430450439453125 seconds RMSE for Neural Network: 423.89444405888105 MAE for Neural Network: 338.5668225987691 Training time for Neural Network: 0.7943239212036133 seconds Testing time for Neural Network: 0.005464076995849609 seconds RMSE for Neural Network: 0.14581924971378243 MAE for Neural Network: 0.10389706517481816 Training time for Neural Network: 0.6933078765869141 seconds Testing time for Neural Network: 0.0006530284881591797 seconds RMSE for Neural Network: 0.22785086920141348 MAE for Neural Network: 0.17629807067203862 Training time for Neural Network: 1.0647592544555664 seconds Testing time for Neural Network: 0.002015829086303711 seconds RMSE for Neural Network: 0.19439152356726166 MAE for Neural Network: 0.15032900289636295 Training time for Neural Network: 0.7441048622131348 seconds Testing time for Neural Network: 0.0006110668182373047 seconds RMSE for Neural Network: 422.1173376114471 MAE for Neural Network: 336.33917460327893 Training time for Neural Network: 0.8509330749511719 seconds Testing time for Neural Network: 0.0006830692291259766 seconds RMSE for Neural Network: 0.14129503667653284 MAE for Neural Network: 0.11233280496444202 Training time for Neural Network: 1.0804448127746582 seconds Testing time for Neural Network: 0.0037832260131835938 seconds RMSE for Neural Network: 0.38101671239402185 MAE for Neural Network: 0.31974806645531584 Training time for Neural Network: 0.9460861682891846 seconds Testing time for Neural Network: 0.0007088184356689453 seconds RMSE for Neural Network: 423.3020837300396 MAE for Neural Network: 337.8248773415481 Training time for Neural Network: 0.6263320446014404 seconds Testing time for Neural Network: 0.0006310939788818359 seconds RMSE for Neural Network: 0.3428430946535729 MAE for Neural Network: 0.26109997228321924 Training time for Neural Network: 1.556044101715088 seconds Testing time for Neural Network: 0.0006961822509765625 seconds RMSE for Neural Network: 424.2111822348875 MAE for Neural Network: 338.96330301930834 Training time for Neural Network: 0.5528061389923096 seconds Testing time for Neural Network: 0.0040819644927978516 seconds RMSE for Neural Network: 0.22638351641712026 MAE for Neural Network: 0.1882657650780678 Training time for Neural Network: 0.690194845199585 seconds Testing time for Neural Network: 0.0007398128509521484 seconds RMSE for Neural Network: 423.30066144834564 MAE for Neural Network: 337.8230951892505 Training time for Neural Network: 0.36299705505371094 seconds Testing time for Neural Network: 0.0005786418914794922 seconds RMSE for Neural Network: 424.18027523841903 MAE for Neural Network: 338.9246222421432 Training time for Neural Network: 0.8995556831359863 seconds Testing time for Neural Network: 0.0006890296936035156 seconds RMSE for Neural Network: 89.87606397079145 MAE for Neural Network: 64.9787978967438 Training time for Neural Network: 0.48137807846069336 seconds Testing time for Neural Network: 0.003834962844848633 seconds RMSE for Neural Network: 422.3593259046019 MAE for Neural Network: 336.64282829020465 Training time for Neural Network: 0.4389224052429199 seconds Testing time for Neural Network: 0.0006279945373535156 seconds RMSE for Neural Network: 0.12097118333123306 MAE for Neural Network: 0.09681713509571693 Training time for Neural Network: 0.4975919723510742 seconds Testing time for Neural Network: 0.0006299018859863281 seconds RMSE for Neural Network: 422.8056292162427 MAE for Neural Network: 337.2026004608823 Training time for Neural Network: 1.0385968685150146 seconds Testing time for Neural Network: 0.010766029357910156 seconds RMSE for Neural Network: 423.38371786212446 MAE for Neural Network: 337.9271611033856 Training time for Neural Network: 0.34555602073669434 seconds Testing time for Neural Network: 0.002191781997680664 seconds RMSE for Neural Network: 0.7513417041728181 MAE for Neural Network: 0.6039678184232622 Training time for Neural Network: 1.03452730178833 seconds Testing time for Neural Network: 0.0010178089141845703 seconds RMSE for Neural Network: 0.5214984652619928 MAE for Neural Network: 0.4374923442358531 Training time for Neural Network: 0.7445740699768066 seconds Testing time for Neural Network: 0.0007028579711914062 seconds RMSE for Neural Network: 423.7811698062415 MAE for Neural Network: 338.42498953680274 Training time for Neural Network: 0.6459090709686279 seconds Testing time for Neural Network: 0.0006678104400634766 seconds RMSE for Neural Network: 0.13521926325513556 MAE for Neural Network: 0.100330362692618 Training time for Neural Network: 0.8909049034118652 seconds Testing time for Neural Network: 0.0007231235504150391 seconds RMSE for Neural Network: 423.7565039920607 MAE for Neural Network: 338.3941021002166 Training time for Neural Network: 0.646881103515625 seconds Testing time for Neural Network: 0.0020170211791992188 seconds RMSE for Neural Network: 0.16118565783876074 MAE for Neural Network: 0.13338569042095963 Training time for Neural Network: 0.4082150459289551 seconds Testing time for Neural Network: 0.0008471012115478516 seconds RMSE for Neural Network: 0.2764547637448585 MAE for Neural Network: 0.21483341216155463 Training time for Neural Network: 0.5736150741577148 seconds Testing time for Neural Network: 0.000675201416015625 seconds RMSE for Neural Network: 424.2743875974166 MAE for Neural Network: 339.04240093504734 Training time for Neural Network: 0.48604488372802734 seconds Testing time for Neural Network: 0.0015411376953125 seconds RMSE for Neural Network: 422.9895070700187 MAE for Neural Network: 337.43312930412736 Training time for Neural Network: 0.37883901596069336 seconds Testing time for Neural Network: 0.0026819705963134766 seconds RMSE for Neural Network: 424.10075844114783 MAE for Neural Network: 338.8250979059776 Training time for Neural Network: 0.520747184753418 seconds Testing time for Neural Network: 0.0006017684936523438 seconds RMSE for Neural Network: 0.7835086264494138 MAE for Neural Network: 0.6294672924367627 Training time for Neural Network: 0.39992785453796387 seconds Testing time for Neural Network: 0.0006079673767089844 seconds RMSE for Neural Network: 0.7141509421908298 MAE for Neural Network: 0.5962360636442877 Training time for Neural Network: 0.4756951332092285 seconds Testing time for Neural Network: 0.0007679462432861328 seconds RMSE for Neural Network: 422.5889399703228 MAE for Neural Network: 336.93086211547853 Training time for Neural Network: 0.2916409969329834 seconds Testing time for Neural Network: 0.0006017684936523438 seconds RMSE for Neural Network: 1.0776765143580462 MAE for Neural Network: 0.8597200390776351 Training time for Neural Network: 0.45540904998779297 seconds Testing time for Neural Network: 0.0007407665252685547 seconds RMSE for Neural Network: 421.8700184001119 MAE for Neural Network: 336.02872806584446 Training time for Neural Network: 0.5283463001251221 seconds Testing time for Neural Network: 0.0015327930450439453 seconds RMSE for Neural Network: 421.87841999727004 MAE for Neural Network: 336.0392758592833 Training time for Neural Network: 0.6706078052520752 seconds Testing time for Neural Network: 0.0008282661437988281 seconds RMSE for Neural Network: 0.3425672750171316 MAE for Neural Network: 0.2732026453000712 Training time for Neural Network: 1.246589183807373 seconds Testing time for Neural Network: 0.0015749931335449219 seconds RMSE for Neural Network: 9.394521546740812 MAE for Neural Network: 7.868641159137726 Training time for Neural Network: 0.45774388313293457 seconds Testing time for Neural Network: 0.0006163120269775391 seconds RMSE for Neural Network: 421.8090085814228 MAE for Neural Network: 335.952129597479 Training time for Neural Network: 0.6892988681793213 seconds Testing time for Neural Network: 0.000698089599609375 seconds RMSE for Neural Network: 0.21386807214382128 MAE for Neural Network: 0.1735087087135051 Training time for Neural Network: 0.5701818466186523 seconds Testing time for Neural Network: 0.0006508827209472656 seconds RMSE for Neural Network: 0.32120414894785115 MAE for Neural Network: 0.2582656725036766 Training time for Neural Network: 0.4810357093811035 seconds Testing time for Neural Network: 0.0007290840148925781 seconds RMSE for Neural Network: 0.8268562623565425 MAE for Neural Network: 0.6771187687801481 Training time for Neural Network: 0.532048225402832 seconds Testing time for Neural Network: 0.0006890296936035156 seconds RMSE for Neural Network: 423.6314804107031 MAE for Neural Network: 338.2375272727768 Training time for Neural Network: 0.7828719615936279 seconds Testing time for Neural Network: 0.006806850433349609 seconds RMSE for Neural Network: 422.48834136292163 MAE for Neural Network: 336.80467967092017 Training time for Neural Network: 0.736051082611084 seconds Testing time for Neural Network: 0.0010459423065185547 seconds RMSE for Neural Network: 0.18019291520633263 MAE for Neural Network: 0.14717130176586354 Training time for Neural Network: 0.5224173069000244 seconds Testing time for Neural Network: 0.0006678104400634766 seconds RMSE for Neural Network: 0.2680223915214683 MAE for Neural Network: 0.2190398433722317 Training time for Neural Network: 0.8417868614196777 seconds Testing time for Neural Network: 0.0008041858673095703 seconds RMSE for Neural Network: 0.4017936698473602 MAE for Neural Network: 0.3262361970826133 Training time for Neural Network: 0.886735200881958 seconds Testing time for Neural Network: 0.0027108192443847656 seconds RMSE for Neural Network: 0.13516331796802264 MAE for Neural Network: 0.1013404158330458 Training time for Neural Network: 0.9385099411010742 seconds Testing time for Neural Network: 0.0006730556488037109 seconds RMSE for Neural Network: 424.2816915953418 MAE for Neural Network: 339.05154104301505 Training time for Neural Network: 0.650439977645874 seconds Testing time for Neural Network: 0.0006821155548095703 seconds RMSE for Neural Network: 423.0668015282285 MAE for Neural Network: 337.5300167629007 Training time for Neural Network: 1.005035161972046 seconds Testing time for Neural Network: 0.0006957054138183594 seconds RMSE for Neural Network: 0.24529516037676058 MAE for Neural Network: 0.18331251889858868 Training time for Neural Network: 0.8114969730377197 seconds Testing time for Neural Network: 0.0006940364837646484 seconds RMSE for Neural Network: 423.73838056510726 MAE for Neural Network: 338.3714066297242 Training time for Neural Network: 0.6200029850006104 seconds Testing time for Neural Network: 0.0011539459228515625 seconds RMSE for Neural Network: 422.1036038182165 MAE for Neural Network: 336.32193805484116 Training time for Neural Network: 0.8756952285766602 seconds Testing time for Neural Network: 0.0008089542388916016 seconds RMSE for Neural Network: 423.8100708245006 MAE for Neural Network: 338.46117915191803 Training time for Neural Network: 0.5709347724914551 seconds Testing time for Neural Network: 0.0006382465362548828 seconds RMSE for Neural Network: 0.8045855568362806 MAE for Neural Network: 0.6744045628410149 Training time for Neural Network: 0.5921108722686768 seconds Testing time for Neural Network: 0.0058209896087646484 seconds RMSE for Neural Network: 421.8455347473154 MAE for Neural Network: 335.9979893494707 Training time for Neural Network: 0.9802019596099854 seconds Testing time for Neural Network: 0.007703065872192383 seconds RMSE for Neural Network: 0.16623131515317374 MAE for Neural Network: 0.13067190254845504 Training time for Neural Network: 0.8509838581085205 seconds Testing time for Neural Network: 0.0021278858184814453 seconds RMSE for Neural Network: 0.2537473574855044 MAE for Neural Network: 0.20496999868006227 Training time for Neural Network: 1.0849437713623047 seconds Testing time for Neural Network: 0.0011200904846191406 seconds RMSE for Neural Network: 423.5048286364754 MAE for Neural Network: 338.07888656206984 Training time for Neural Network: 1.1493890285491943 seconds Testing time for Neural Network: 0.006044149398803711 seconds RMSE for Neural Network: 423.57246945923913 MAE for Neural Network: 338.16361505111195 Training time for Neural Network: 0.9183530807495117 seconds Testing time for Neural Network: 0.0006573200225830078 seconds RMSE for Neural Network: 422.48898933282095 MAE for Neural Network: 336.80549248506475 Training time for Neural Network: 0.988724946975708 seconds Testing time for Neural Network: 0.0006508827209472656 seconds RMSE for Neural Network: 0.17545602335710703 MAE for Neural Network: 0.12793228001304077 Training time for Neural Network: 0.6471259593963623 seconds Testing time for Neural Network: 0.004488945007324219 seconds RMSE for Neural Network: 0.6959290246181107 MAE for Neural Network: 0.5645950004417863 Training time for Neural Network: 1.2208020687103271 seconds Testing time for Neural Network: 0.0006699562072753906 seconds RMSE for Neural Network: 423.916251877299 MAE for Neural Network: 338.5941261545098 Training time for Neural Network: 0.3804199695587158 seconds Testing time for Neural Network: 0.003724813461303711 seconds RMSE for Neural Network: 422.1268986176401 MAE for Neural Network: 336.35117391973813 Training time for Neural Network: 0.5134170055389404 seconds Testing time for Neural Network: 0.0007810592651367188 seconds RMSE for Neural Network: 424.0781027971442 MAE for Neural Network: 338.7967398495206 Training time for Neural Network: 0.7779228687286377 seconds Testing time for Neural Network: 0.0006589889526367188 seconds RMSE for Neural Network: 0.5845690014553693 MAE for Neural Network: 0.4632269174938983 Training time for Neural Network: 0.4740118980407715 seconds Testing time for Neural Network: 0.0011398792266845703 seconds RMSE for Neural Network: 0.6753112825506769 MAE for Neural Network: 0.5278157636603896 Training time for Neural Network: 0.582305908203125 seconds Testing time for Neural Network: 0.0014300346374511719 seconds RMSE for Neural Network: 19.171160496258818 MAE for Neural Network: 15.846279680125384 Training time for Neural Network: 0.6528949737548828 seconds Testing time for Neural Network: 0.0006887912750244141 seconds RMSE for Neural Network: 0.1661961475074319 MAE for Neural Network: 0.13130793152654224 Training time for Neural Network: 0.4589688777923584 seconds Testing time for Neural Network: 0.0006251335144042969 seconds RMSE for Neural Network: 421.8455873238141 MAE for Neural Network: 335.9980553592717 Training time for Neural Network: 0.5261180400848389 seconds Testing time for Neural Network: 0.0007078647613525391 seconds RMSE for Neural Network: 424.3587473140719 MAE for Neural Network: 339.14796193196685 Training time for Neural Network: 0.6000659465789795 seconds Testing time for Neural Network: 0.0006690025329589844 seconds RMSE for Neural Network: 0.3359289428173736 MAE for Neural Network: 0.2697731680622228 Training time for Neural Network: 0.6467649936676025 seconds Testing time for Neural Network: 0.001447916030883789 seconds RMSE for Neural Network: 421.9865783816314 MAE for Neural Network: 336.1750526063396 Training time for Neural Network: 0.446915864944458 seconds Testing time for Neural Network: 0.0008320808410644531 seconds RMSE for Neural Network: 0.14178863751816145 MAE for Neural Network: 0.11605990993376515 Training time for Neural Network: 0.588228702545166 seconds Testing time for Neural Network: 0.0022881031036376953 seconds RMSE for Neural Network: 423.73272092422144 MAE for Neural Network: 338.3643191036588 Training time for Neural Network: 0.9685807228088379 seconds Testing time for Neural Network: 0.007720232009887695 seconds RMSE for Neural Network: 423.5353952666381 MAE for Neural Network: 338.11717599717684 Training time for Neural Network: 0.5720140933990479 seconds Testing time for Neural Network: 0.0012879371643066406 seconds RMSE for Neural Network: 421.7601832313829 MAE for Neural Network: 335.89082425694244 Training time for Neural Network: 0.640315055847168 seconds Testing time for Neural Network: 0.00139617919921875 seconds RMSE for Neural Network: 3.357881794344265 MAE for Neural Network: 2.858517940416682 Training time for Neural Network: 0.6992189884185791 seconds Testing time for Neural Network: 0.0019121170043945312 seconds RMSE for Neural Network: 0.18894277489722078 MAE for Neural Network: 0.13337492734253048 Training time for Neural Network: 0.22139596939086914 seconds Testing time for Neural Network: 0.0007112026214599609 seconds RMSE for Neural Network: 423.692020929946 MAE for Neural Network: 338.31334921983245 Training time for Neural Network: 1.1998789310455322 seconds Testing time for Neural Network: 0.01244807243347168 seconds RMSE for Neural Network: 0.25521309311337287 MAE for Neural Network: 0.19958264533813633 Training time for Neural Network: 1.3761210441589355 seconds Testing time for Neural Network: 0.0024929046630859375 seconds RMSE for Neural Network: 422.44736832775897 MAE for Neural Network: 336.7532815989887 Training time for Neural Network: 0.9541482925415039 seconds Testing time for Neural Network: 0.0006759166717529297 seconds RMSE for Neural Network: 0.7924252369292071 MAE for Neural Network: 0.6647972291238576 Training time for Neural Network: 1.2342650890350342 seconds Testing time for Neural Network: 0.0020821094512939453 seconds RMSE for Neural Network: 424.1113474074363 MAE for Neural Network: 338.83835181453367 Training time for Neural Network: 0.24878311157226562 seconds Testing time for Neural Network: 0.0005488395690917969 seconds RMSE for Neural Network: 0.603830960365269 MAE for Neural Network: 0.5021246364741223 Training time for Neural Network: 0.867408037185669 seconds Testing time for Neural Network: 0.0006511211395263672 seconds RMSE for Neural Network: 421.72955533912125 MAE for Neural Network: 335.85236564176756 Training time for Neural Network: 0.7887639999389648 seconds Testing time for Neural Network: 0.0033380985260009766 seconds RMSE for Neural Network: 0.684246591501835 MAE for Neural Network: 0.5656705169951782 Training time for Neural Network: 0.5994722843170166 seconds Testing time for Neural Network: 0.004637956619262695 seconds RMSE for Neural Network: 17.881376326037753 MAE for Neural Network: 14.83064512172823 Training time for Neural Network: 0.3938000202178955 seconds Testing time for Neural Network: 0.0005850791931152344 seconds RMSE for Neural Network: 423.82517054757363 MAE for Neural Network: 338.48008634234066 Training time for Neural Network: 0.44820475578308105 seconds Testing time for Neural Network: 0.0006222724914550781 seconds RMSE for Neural Network: 421.73176782963816 MAE for Neural Network: 335.8551438601922 Training time for Neural Network: 0.5731480121612549 seconds Testing time for Neural Network: 0.0006721019744873047 seconds RMSE for Neural Network: 0.5712054565097529 MAE for Neural Network: 0.4621878657896277 Training time for Neural Network: 0.25728416442871094 seconds Testing time for Neural Network: 0.0005691051483154297 seconds RMSE for Neural Network: 0.46868969214202416 MAE for Neural Network: 0.3765680054696675 Training time for Neural Network: 0.6511349678039551 seconds Testing time for Neural Network: 0.0014803409576416016 seconds RMSE for Neural Network: 422.7976026962941 MAE for Neural Network: 337.19253625543365 Training time for Neural Network: 0.6078007221221924 seconds Testing time for Neural Network: 0.0007920265197753906 seconds RMSE for Neural Network: 424.33909022868386 MAE for Neural Network: 339.12336568975246 Training time for Neural Network: 0.8274970054626465 seconds Testing time for Neural Network: 0.0008041858673095703 seconds RMSE for Neural Network: 423.80295808320886 MAE for Neural Network: 338.452272766363 Training time for Neural Network: 0.18167614936828613 seconds Testing time for Neural Network: 0.0005476474761962891 seconds RMSE for Neural Network: 422.21616936373783 MAE for Neural Network: 336.4632035346913 Training time for Neural Network: 0.7466590404510498 seconds Testing time for Neural Network: 0.0019350051879882812 seconds RMSE for Neural Network: 423.6453971365513 MAE for Neural Network: 338.2549573555794 Training time for Neural Network: 0.1886599063873291 seconds Testing time for Neural Network: 0.0005838871002197266 seconds RMSE for Neural Network: 1.535717902485939 MAE for Neural Network: 1.2483691802369854 Training time for Neural Network: 0.4195232391357422 seconds Testing time for Neural Network: 0.002711772918701172 seconds RMSE for Neural Network: 5.59672523373568 MAE for Neural Network: 4.5217610637052665 Training time for Neural Network: 1.1775579452514648 seconds Testing time for Neural Network: 0.0008549690246582031 seconds RMSE for Neural Network: 423.21791369436016 MAE for Neural Network: 337.7194044357615 Training time for Neural Network: 0.8097579479217529 seconds Testing time for Neural Network: 0.004496097564697266 seconds RMSE for Neural Network: 0.2837299404696396 MAE for Neural Network: 0.23020714256388522 Training time for Neural Network: 0.8057489395141602 seconds Testing time for Neural Network: 0.0006809234619140625 seconds RMSE for Neural Network: 423.46026245876067 MAE for Neural Network: 338.02305770802224 Training time for Neural Network: 0.9811522960662842 seconds Testing time for Neural Network: 0.004281044006347656 seconds RMSE for Neural Network: 422.7502667529797 MAE for Neural Network: 337.13318095428406 Training time for Neural Network: 1.5244948863983154 seconds Testing time for Neural Network: 0.001756906509399414 seconds RMSE for Neural Network: 424.2791505265815 MAE for Neural Network: 339.04836119969104 Training time for Neural Network: 1.0147919654846191 seconds Testing time for Neural Network: 0.000720977783203125 seconds RMSE for Neural Network: 0.3359193003666377 MAE for Neural Network: 0.28130395444870815 Training time for Neural Network: 1.097100019454956 seconds Testing time for Neural Network: 0.0007009506225585938 seconds RMSE for Neural Network: 421.88867084602504 MAE for Neural Network: 336.05214513355537 Training time for Neural Network: 0.7876408100128174 seconds Testing time for Neural Network: 0.0025501251220703125 seconds RMSE for Neural Network: 424.28028799700587 MAE for Neural Network: 339.04978460907586 Training time for Neural Network: 0.8622260093688965 seconds Testing time for Neural Network: 0.006100893020629883 seconds RMSE for Neural Network: 421.66051907595136 MAE for Neural Network: 335.7656727660516 Training time for Neural Network: 1.205463171005249 seconds Testing time for Neural Network: 0.003032684326171875 seconds RMSE for Neural Network: 422.87363522571616 MAE for Neural Network: 337.28786670980406 Training time for Neural Network: 1.139185905456543 seconds Testing time for Neural Network: 0.004500389099121094 seconds RMSE for Neural Network: 0.4966610606888669 MAE for Neural Network: 0.4114068610865263 Training time for Neural Network: 0.8694870471954346 seconds Testing time for Neural Network: 0.0006999969482421875 seconds RMSE for Neural Network: 422.5359246214179 MAE for Neural Network: 336.8643662608367 Training time for Neural Network: 1.917978048324585 seconds Testing time for Neural Network: 0.002604961395263672 seconds RMSE for Neural Network: 18.914431252544045 MAE for Neural Network: 15.68730813203843 Training time for Neural Network: 0.8242197036743164 seconds Testing time for Neural Network: 0.0007092952728271484 seconds RMSE for Neural Network: 423.8547546095537 MAE for Neural Network: 338.51712905813724 Training time for Neural Network: 1.1984288692474365 seconds Testing time for Neural Network: 0.0026481151580810547 seconds RMSE for Neural Network: 10.720826126490998 MAE for Neural Network: 8.915105067091655 Training time for Neural Network: 0.9153227806091309 seconds Testing time for Neural Network: 0.0007150173187255859 seconds RMSE for Neural Network: 422.2547201506436 MAE for Neural Network: 336.5115783299838 Training time for Neural Network: 0.861595869064331 seconds Testing time for Neural Network: 0.0022542476654052734 seconds RMSE for Neural Network: 422.31182350411643 MAE for Neural Network: 336.583228833539 Training time for Neural Network: 0.8052990436553955 seconds Testing time for Neural Network: 0.0013880729675292969 seconds RMSE for Neural Network: 422.7069578078236 MAE for Neural Network: 337.0788718383038 Training time for Neural Network: 0.4982922077178955 seconds Testing time for Neural Network: 0.0019729137420654297 seconds RMSE for Neural Network: 421.70174979890777 MAE for Neural Network: 335.8174495825063 Training time for Neural Network: 0.7310976982116699 seconds Testing time for Neural Network: 0.0014579296112060547 seconds RMSE for Neural Network: 0.19401003720648166 MAE for Neural Network: 0.1580464083486148 Training time for Neural Network: 1.5004682540893555 seconds Testing time for Neural Network: 0.0008420944213867188 seconds RMSE for Neural Network: 423.1636288096791 MAE for Neural Network: 337.65137406504715 Training time for Neural Network: 0.8548839092254639 seconds Testing time for Neural Network: 0.003957986831665039 seconds RMSE for Neural Network: 422.4993994663769 MAE for Neural Network: 336.81855086988253 Training time for Neural Network: 1.4583749771118164 seconds Testing time for Neural Network: 0.0025200843811035156 seconds RMSE for Neural Network: 423.1632513804469 MAE for Neural Network: 337.6509010494566 Training time for Neural Network: 1.0870862007141113 seconds Testing time for Neural Network: 0.0006728172302246094 seconds RMSE for Neural Network: 421.79499701047376 MAE for Neural Network: 335.9345370212835 Training time for Neural Network: 1.14754319190979 seconds Testing time for Neural Network: 0.004936933517456055 seconds RMSE for Neural Network: 422.7846554990995 MAE for Neural Network: 337.17630193436 Training time for Neural Network: 0.9391169548034668 seconds Testing time for Neural Network: 0.0006952285766601562 seconds RMSE for Neural Network: 0.1668511427160424 MAE for Neural Network: 0.13148701325953535 Training time for Neural Network: 0.8275642395019531 seconds Testing time for Neural Network: 0.00406193733215332 seconds RMSE for Neural Network: 423.7887499827234 MAE for Neural Network: 338.4344815064768 Training time for Neural Network: 0.7195320129394531 seconds Testing time for Neural Network: 0.0016891956329345703 seconds RMSE for Neural Network: 424.20719759256207 MAE for Neural Network: 338.9583162425338 Training time for Neural Network: 1.0465011596679688 seconds Testing time for Neural Network: 0.0006957054138183594 seconds RMSE for Neural Network: 423.99387394376146 MAE for Neural Network: 338.6913031101874 Training time for Neural Network: 0.6803557872772217 seconds Testing time for Neural Network: 0.0006721019744873047 seconds RMSE for Neural Network: 0.7253153005497815 MAE for Neural Network: 0.5947012754944628 Training time for Neural Network: 1.0013628005981445 seconds Testing time for Neural Network: 0.003776073455810547 seconds RMSE for Neural Network: 0.42090413635923235 MAE for Neural Network: 0.35361570037390017 Training time for Neural Network: 1.3251731395721436 seconds Testing time for Neural Network: 0.002354860305786133 seconds RMSE for Neural Network: 423.8119730304927 MAE for Neural Network: 338.46356102930423 Training time for Neural Network: 0.8903071880340576 seconds Testing time for Neural Network: 0.0006761550903320312 seconds RMSE for Neural Network: 0.259958998958186 MAE for Neural Network: 0.19499626837498443 Training time for Neural Network: 0.9796421527862549 seconds Testing time for Neural Network: 0.0056610107421875 seconds RMSE for Neural Network: 0.1616077537415131 MAE for Neural Network: 0.12921735895168804 Training time for Neural Network: 0.973747968673706 seconds Testing time for Neural Network: 0.0007531642913818359 seconds RMSE for Neural Network: 422.8769688479602 MAE for Neural Network: 337.2920462191144 Training time for Neural Network: 1.952575922012329 seconds Testing time for Neural Network: 0.002682209014892578 seconds RMSE for Neural Network: 0.22907738414063097 MAE for Neural Network: 0.1883511835309872 Training time for Neural Network: 0.7191228866577148 seconds Testing time for Neural Network: 0.0017898082733154297 seconds RMSE for Neural Network: 8.477328276761341 MAE for Neural Network: 7.040785624383425 Training time for Neural Network: 1.0174148082733154 seconds Testing time for Neural Network: 0.0007202625274658203 seconds RMSE for Neural Network: 422.1214093523302 MAE for Neural Network: 336.3442847652329 Training time for Neural Network: 1.602630853652954 seconds Testing time for Neural Network: 0.006356954574584961 seconds RMSE for Neural Network: 0.12488535118459383 MAE for Neural Network: 0.09477346105236005 Training time for Neural Network: 1.0218377113342285 seconds Testing time for Neural Network: 0.0015463829040527344 seconds RMSE for Neural Network: 422.8401202061684 MAE for Neural Network: 337.2458464037852 Training time for Neural Network: 1.5960078239440918 seconds Testing time for Neural Network: 0.003759145736694336 seconds RMSE for Neural Network: 0.4386536039672048 MAE for Neural Network: 0.34979225271469105 Training time for Neural Network: 0.8753190040588379 seconds Testing time for Neural Network: 0.0015361309051513672 seconds RMSE for Neural Network: 423.5016869249698 MAE for Neural Network: 338.0749509930211 Training time for Neural Network: 1.117368221282959 seconds Testing time for Neural Network: 0.003281831741333008 seconds RMSE for Neural Network: 423.33722845448455 MAE for Neural Network: 337.86891342081617 Training time for Neural Network: 0.9752011299133301 seconds Testing time for Neural Network: 0.000698089599609375 seconds RMSE for Neural Network: 424.0695772812284 MAE for Neural Network: 338.7860682438378 Training time for Neural Network: 0.9170329570770264 seconds Testing time for Neural Network: 0.0008401870727539062 seconds RMSE for Neural Network: 423.5528456011793 MAE for Neural Network: 338.1390345368233 Training time for Neural Network: 0.7511098384857178 seconds Testing time for Neural Network: 0.0006482601165771484 seconds RMSE for Neural Network: 0.29528747683432505 MAE for Neural Network: 0.2250079451012165 Training time for Neural Network: 1.0326342582702637 seconds Testing time for Neural Network: 0.006166934967041016 seconds RMSE for Neural Network: 0.10753394193987321 MAE for Neural Network: 0.08578080740819632 Training time for Neural Network: 0.8718032836914062 seconds Testing time for Neural Network: 0.012505769729614258 seconds RMSE for Neural Network: 0.1730968193509202 MAE for Neural Network: 0.14539087110693624 Training time for Neural Network: 0.6471600532531738 seconds Testing time for Neural Network: 0.0013692378997802734 seconds RMSE for Neural Network: 423.3285396035473 MAE for Neural Network: 337.8580265488903 Training time for Neural Network: 0.8784699440002441 seconds Testing time for Neural Network: 0.00322723388671875 seconds RMSE for Neural Network: 0.18628066989649952 MAE for Neural Network: 0.14485460881006657 Training time for Neural Network: 1.668365240097046 seconds Testing time for Neural Network: 0.0010118484497070312 seconds RMSE for Neural Network: 423.63127681947344 MAE for Neural Network: 338.2372722813614 Training time for Neural Network: 1.8832597732543945 seconds Testing time for Neural Network: 0.0019638538360595703 seconds RMSE for Neural Network: 0.9591724520144584 MAE for Neural Network: 0.7640156850313449 Training time for Neural Network: 0.984630823135376 seconds Testing time for Neural Network: 0.0055501461029052734 seconds RMSE for Neural Network: 21.187071178546187 MAE for Neural Network: 17.52471387682129 Training time for Neural Network: 0.7055768966674805 seconds Testing time for Neural Network: 0.0008611679077148438 seconds RMSE for Neural Network: 421.74124069780197 MAE for Neural Network: 335.867038820364 Training time for Neural Network: 1.0632388591766357 seconds Testing time for Neural Network: 0.002845287322998047 seconds RMSE for Neural Network: 422.7998830923979 MAE for Neural Network: 337.19539558479124 Training time for Neural Network: 1.9773681163787842 seconds Testing time for Neural Network: 0.0008020401000976562 seconds RMSE for Neural Network: 423.7723852391529 MAE for Neural Network: 338.41398929701404 Training time for Neural Network: 0.9570989608764648 seconds Testing time for Neural Network: 0.0035648345947265625 seconds RMSE for Neural Network: 7.775139672267202 MAE for Neural Network: 6.331786669470664 Training time for Neural Network: 1.3477158546447754 seconds Testing time for Neural Network: 0.0033731460571289062 seconds RMSE for Neural Network: 3.979447601924459 MAE for Neural Network: 2.9590624258920912 Training time for Neural Network: 1.0678339004516602 seconds Testing time for Neural Network: 0.004857301712036133 seconds RMSE for Neural Network: 423.7224482334348 MAE for Neural Network: 338.35145455217776 Training time for Neural Network: 1.283891201019287 seconds Testing time for Neural Network: 0.002356290817260742 seconds RMSE for Neural Network: 421.9293908144237 MAE for Neural Network: 336.1032646281039 Training time for Neural Network: 1.105463981628418 seconds Testing time for Neural Network: 0.004793882369995117 seconds RMSE for Neural Network: 421.71857017184504 MAE for Neural Network: 335.8385714721046 Training time for Neural Network: 1.4160120487213135 seconds Testing time for Neural Network: 0.008671045303344727 seconds RMSE for Neural Network: 422.07008846839227 MAE for Neural Network: 336.2798733798307 Training time for Neural Network: 1.6550757884979248 seconds Testing time for Neural Network: 0.0014269351959228516 seconds RMSE for Neural Network: 423.6453191058226 MAE for Neural Network: 338.254859626455 Training time for Neural Network: 1.4168827533721924 seconds Testing time for Neural Network: 0.0014047622680664062 seconds RMSE for Neural Network: 424.281738288219 MAE for Neural Network: 339.05159947345965 Training time for Neural Network: 1.0552971363067627 seconds Testing time for Neural Network: 0.0007710456848144531 seconds RMSE for Neural Network: 0.5493831845187468 MAE for Neural Network: 0.45255957954298154 Training time for Neural Network: 0.860645055770874 seconds Testing time for Neural Network: 0.0006389617919921875 seconds RMSE for Neural Network: 422.29497568452024 MAE for Neural Network: 336.5620895897636 Training time for Neural Network: 0.893949031829834 seconds Testing time for Neural Network: 0.0007150173187255859 seconds RMSE for Neural Network: 424.1425135473673 MAE for Neural Network: 338.87736049921836 Training time for Neural Network: 0.8903958797454834 seconds Testing time for Neural Network: 0.0006680488586425781 seconds RMSE for Neural Network: 0.5585439838063856 MAE for Neural Network: 0.4397517785185574 Training time for Neural Network: 0.8712518215179443 seconds Testing time for Neural Network: 0.003582000732421875 seconds RMSE for Neural Network: 0.3784968392331128 MAE for Neural Network: 0.2822448250570185 Training time for Neural Network: 1.3433680534362793 seconds Testing time for Neural Network: 0.005021810531616211 seconds RMSE for Neural Network: 0.24741520349720153 MAE for Neural Network: 0.19847392220449733 Training time for Neural Network: 1.222823143005371 seconds Testing time for Neural Network: 0.00133514404296875 seconds RMSE for Neural Network: 422.84593856376915 MAE for Neural Network: 337.25314145388387 Training time for Neural Network: 0.7886419296264648 seconds Testing time for Neural Network: 0.0007190704345703125 seconds RMSE for Neural Network: 423.51703531066204 MAE for Neural Network: 338.0941774993635 Training time for Neural Network: 0.8429160118103027 seconds Testing time for Neural Network: 0.0007021427154541016 seconds RMSE for Neural Network: 0.3788316424371361 MAE for Neural Network: 0.29749737309236296 Training time for Neural Network: 0.7808489799499512 seconds Testing time for Neural Network: 0.0006537437438964844 seconds RMSE for Neural Network: 421.79047428742075 MAE for Neural Network: 335.92885833200745 Training time for Neural Network: 0.5312609672546387 seconds Testing time for Neural Network: 0.0006430149078369141 seconds RMSE for Neural Network: 423.95228382181165 MAE for Neural Network: 338.6392366787529 Training time for Neural Network: 0.6553168296813965 seconds Testing time for Neural Network: 0.0008308887481689453 seconds RMSE for Neural Network: 423.55156819519806 MAE for Neural Network: 338.13743445713027 Training time for Neural Network: 0.15071392059326172 seconds Testing time for Neural Network: 0.0005528926849365234 seconds RMSE for Neural Network: 423.16155298006254 MAE for Neural Network: 337.6487725153711 Training time for Neural Network: 0.5344760417938232 seconds Testing time for Neural Network: 0.0007851123809814453 seconds RMSE for Neural Network: 422.55313702518873 MAE for Neural Network: 336.8859558819074 Training time for Neural Network: 0.5298240184783936 seconds Testing time for Neural Network: 0.0013377666473388672 seconds RMSE for Neural Network: 423.124126227168 MAE for Neural Network: 337.6018658955293 Training time for Neural Network: 0.9634809494018555 seconds Testing time for Neural Network: 0.001992940902709961 seconds RMSE for Neural Network: 0.2567783518981628 MAE for Neural Network: 0.19892653903469826 Training time for Neural Network: 0.8426558971405029 seconds Testing time for Neural Network: 0.0007102489471435547 seconds RMSE for Neural Network: 422.3271351396128 MAE for Neural Network: 336.6024401811004 Training time for Neural Network: 1.6279199123382568 seconds Testing time for Neural Network: 0.0010859966278076172 seconds RMSE for Neural Network: 421.7079036409895 MAE for Neural Network: 335.82517721861865 Training time for Neural Network: 0.9590797424316406 seconds Testing time for Neural Network: 0.0008368492126464844 seconds RMSE for Neural Network: 0.13477289208662738 MAE for Neural Network: 0.10825062184650433 Training time for Neural Network: 0.9694521427154541 seconds Testing time for Neural Network: 0.005018949508666992 seconds RMSE for Neural Network: 0.5807168722078899 MAE for Neural Network: 0.47711753092421766 Training time for Neural Network: 1.1634716987609863 seconds Testing time for Neural Network: 0.004370927810668945 seconds RMSE for Neural Network: 423.6795096822331 MAE for Neural Network: 338.29768043132657 Training time for Neural Network: 1.3375349044799805 seconds Testing time for Neural Network: 0.0007278919219970703 seconds RMSE for Neural Network: 422.42927188984993 MAE for Neural Network: 336.730579855806 Training time for Neural Network: 1.0642340183258057 seconds Testing time for Neural Network: 0.016729116439819336 seconds RMSE for Neural Network: 422.6769687204586 MAE for Neural Network: 337.0412638644622 Training time for Neural Network: 0.9867560863494873 seconds Testing time for Neural Network: 0.005136013031005859 seconds RMSE for Neural Network: 421.9001015005213 MAE for Neural Network: 336.06649536481433 Training time for Neural Network: 1.1762897968292236 seconds Testing time for Neural Network: 0.0032682418823242188 seconds RMSE for Neural Network: 421.9646646267072 MAE for Neural Network: 336.1475447689125 Training time for Neural Network: 0.9733767509460449 seconds Testing time for Neural Network: 0.0006811618804931641 seconds RMSE for Neural Network: 0.5374397130604502 MAE for Neural Network: 0.4355125741824334 Training time for Neural Network: 1.2551300525665283 seconds Testing time for Neural Network: 0.0006740093231201172 seconds RMSE for Neural Network: 422.60295641722 MAE for Neural Network: 336.9484418026196 Training time for Neural Network: 0.6354379653930664 seconds Testing time for Neural Network: 0.00061798095703125 seconds RMSE for Neural Network: 423.41884163015334 MAE for Neural Network: 337.9711660897412 Training time for Neural Network: 0.9303889274597168 seconds Testing time for Neural Network: 0.0010051727294921875 seconds RMSE for Neural Network: 423.94321810436816 MAE for Neural Network: 338.62788697525536 Training time for Neural Network: 3.1381680965423584 seconds Testing time for Neural Network: 0.008191108703613281 seconds RMSE for Neural Network: 421.78537295774134 MAE for Neural Network: 335.9224531074687 Training time for Neural Network: 1.7057220935821533 seconds Testing time for Neural Network: 0.0008318424224853516 seconds RMSE for Neural Network: 422.94340829689537 MAE for Neural Network: 337.3753403591212 Training time for Neural Network: 0.7333681583404541 seconds Testing time for Neural Network: 0.0006458759307861328 seconds RMSE for Neural Network: 0.5575025007987368 MAE for Neural Network: 0.43624906186981177 Training time for Neural Network: 1.2299630641937256 seconds Testing time for Neural Network: 0.00913691520690918 seconds RMSE for Neural Network: 422.41055682686914 MAE for Neural Network: 336.70710146865656 Training time for Neural Network: 0.9648551940917969 seconds Testing time for Neural Network: 0.0025000572204589844 seconds RMSE for Neural Network: 0.2903080490488419 MAE for Neural Network: 0.19072557274840654 Training time for Neural Network: 1.2392370700836182 seconds Testing time for Neural Network: 0.003345966339111328 seconds RMSE for Neural Network: 0.16980354161676933 MAE for Neural Network: 0.1317886514381678 Training time for Neural Network: 1.052567958831787 seconds Testing time for Neural Network: 0.0006849765777587891 seconds RMSE for Neural Network: 0.5315318094327429 MAE for Neural Network: 0.4192305214957422 Training time for Neural Network: 0.9284720420837402 seconds Testing time for Neural Network: 0.0006687641143798828 seconds RMSE for Neural Network: 421.7403955924103 MAE for Neural Network: 335.86597763852365 Training time for Neural Network: 1.5421411991119385 seconds Testing time for Neural Network: 0.009091854095458984 seconds RMSE for Neural Network: 423.9657405222468 MAE for Neural Network: 338.65608336070915 Training time for Neural Network: 0.7382869720458984 seconds Testing time for Neural Network: 0.0006248950958251953 seconds RMSE for Neural Network: 422.1928932996699 MAE for Neural Network: 336.43399473505195 Training time for Neural Network: 1.1115570068359375 seconds Testing time for Neural Network: 0.004842042922973633 seconds RMSE for Neural Network: 0.35088552689969044 MAE for Neural Network: 0.27716083023658483 Training time for Neural Network: 1.130296230316162 seconds Testing time for Neural Network: 0.0006849765777587891 seconds RMSE for Neural Network: 0.1764306125726217 MAE for Neural Network: 0.13773599308203516 Training time for Neural Network: 2.3770411014556885 seconds Testing time for Neural Network: 0.0007398128509521484 seconds RMSE for Neural Network: 0.37872756315741296 MAE for Neural Network: 0.306396290191876 Training time for Neural Network: 0.6537661552429199 seconds Testing time for Neural Network: 0.0006868839263916016 seconds RMSE for Neural Network: 423.27585225196725 MAE for Neural Network: 337.79200813558 Training time for Neural Network: 1.6706256866455078 seconds Testing time for Neural Network: 0.0015110969543457031 seconds RMSE for Neural Network: 424.11042137403126 MAE for Neural Network: 338.8371927322868 Training time for Neural Network: 0.5621240139007568 seconds Testing time for Neural Network: 0.001971006393432617 seconds RMSE for Neural Network: 0.3523029438401707 MAE for Neural Network: 0.2886371724181522 Training time for Neural Network: 0.922313928604126 seconds Testing time for Neural Network: 0.0008418560028076172 seconds RMSE for Neural Network: 0.7190212838530379 MAE for Neural Network: 0.5499394531596052 Training time for Neural Network: 0.34149980545043945 seconds Testing time for Neural Network: 0.0014400482177734375 seconds RMSE for Neural Network: 24.551663748017106 MAE for Neural Network: 20.547010822106877 Training time for Neural Network: 0.5355980396270752 seconds Testing time for Neural Network: 0.0017077922821044922 seconds RMSE for Neural Network: 422.2448163621007 MAE for Neural Network: 336.4991509726327 Training time for Neural Network: 1.0219628810882568 seconds Testing time for Neural Network: 0.0006098747253417969 seconds RMSE for Neural Network: 422.5810264207172 MAE for Neural Network: 336.920936647495 Training time for Neural Network: 0.4465200901031494 seconds Testing time for Neural Network: 0.0024230480194091797 seconds RMSE for Neural Network: 422.0809171481626 MAE for Neural Network: 336.2934645235803 Training time for Neural Network: 0.2793762683868408 seconds Testing time for Neural Network: 0.003507852554321289 seconds RMSE for Neural Network: 421.9424848191851 MAE for Neural Network: 336.11970212414917 Training time for Neural Network: 0.6372511386871338 seconds Testing time for Neural Network: 0.002373933792114258 seconds RMSE for Neural Network: 0.2080118099295408 MAE for Neural Network: 0.14345859298995145 Training time for Neural Network: 0.3609437942504883 seconds Testing time for Neural Network: 0.0023260116577148438 seconds RMSE for Neural Network: 423.45398921800023 MAE for Neural Network: 338.01519883768066 Training time for Neural Network: 0.6138076782226562 seconds Testing time for Neural Network: 0.002361297607421875 seconds RMSE for Neural Network: 0.40929754609994723 MAE for Neural Network: 0.30960591614633104 Training time for Neural Network: 0.6929662227630615 seconds Testing time for Neural Network: 0.0013680458068847656 seconds RMSE for Neural Network: 0.40648117749447116 MAE for Neural Network: 0.3160406148671103 Training time for Neural Network: 1.0163288116455078 seconds Testing time for Neural Network: 0.0007219314575195312 seconds RMSE for Neural Network: 421.7903970784651 MAE for Neural Network: 335.9287613888513 Training time for Neural Network: 0.5575368404388428 seconds Testing time for Neural Network: 0.001493215560913086 seconds RMSE for Neural Network: 422.8889257158028 MAE for Neural Network: 337.30703691696726 Training time for Neural Network: 0.5279896259307861 seconds Testing time for Neural Network: 0.0006682872772216797 seconds RMSE for Neural Network: 0.11249520210118762 MAE for Neural Network: 0.08072000488319885 Training time for Neural Network: 0.16089606285095215 seconds Testing time for Neural Network: 0.0005950927734375 seconds RMSE for Neural Network: 424.2505011211066 MAE for Neural Network: 339.01250915290507 Training time for Neural Network: 0.5320558547973633 seconds Testing time for Neural Network: 0.01153707504272461 seconds RMSE for Neural Network: 7.513084863525437 MAE for Neural Network: 6.256825652608642 Training time for Neural Network: 0.27012181282043457 seconds Testing time for Neural Network: 0.0008797645568847656 seconds RMSE for Neural Network: 422.0811818215602 MAE for Neural Network: 336.29379671430684 Training time for Neural Network: 0.40720677375793457 seconds Testing time for Neural Network: 0.0006270408630371094 seconds RMSE for Neural Network: 0.4886785547867034 MAE for Neural Network: 0.3839457939207032 Training time for Neural Network: 0.36404991149902344 seconds Testing time for Neural Network: 0.0005750656127929688 seconds RMSE for Neural Network: 1.1138233429977809 MAE for Neural Network: 0.898808843097236 Training time for Neural Network: 0.7110257148742676 seconds Testing time for Neural Network: 0.0016682147979736328 seconds RMSE for Neural Network: 423.58512938519425 MAE for Neural Network: 338.179472317452 Training time for Neural Network: 0.5647077560424805 seconds Testing time for Neural Network: 0.0006871223449707031 seconds RMSE for Neural Network: 0.7735716966209265 MAE for Neural Network: 0.6234116550564888 Training time for Neural Network: 0.5998659133911133 seconds Testing time for Neural Network: 0.000675201416015625 seconds RMSE for Neural Network: 423.91524661235724 MAE for Neural Network: 338.5928675726264 Training time for Neural Network: 0.196929931640625 seconds Testing time for Neural Network: 0.0007288455963134766 seconds RMSE for Neural Network: 423.98663641681804 MAE for Neural Network: 338.6822427005667 Training time for Neural Network: 0.9214420318603516 seconds Testing time for Neural Network: 0.005089759826660156 seconds RMSE for Neural Network: 423.68624556307793 MAE for Neural Network: 338.30611632067087 Training time for Neural Network: 0.8291749954223633 seconds Testing time for Neural Network: 0.0006918907165527344 seconds RMSE for Neural Network: 423.06562487505755 MAE for Neural Network: 337.5285419213632 Training time for Neural Network: 0.7931010723114014 seconds Testing time for Neural Network: 0.0037980079650878906 seconds RMSE for Neural Network: 422.53945730949965 MAE for Neural Network: 336.86879737376245 Training time for Neural Network: 1.3515658378601074 seconds Testing time for Neural Network: 0.0006830692291259766 seconds RMSE for Neural Network: 421.78821691725426 MAE for Neural Network: 335.9260239857508 Training time for Neural Network: 0.3383641242980957 seconds Testing time for Neural Network: 0.0006017684936523438 seconds RMSE for Neural Network: 1.2958042791105444 MAE for Neural Network: 1.0458712501896053 Training time for Neural Network: 1.1306700706481934 seconds Testing time for Neural Network: 0.0026319026947021484 seconds RMSE for Neural Network: 423.0346583194286 MAE for Neural Network: 337.4897269548723 Training time for Neural Network: 1.3296446800231934 seconds Testing time for Neural Network: 0.0008401870727539062 seconds RMSE for Neural Network: 424.19217903409515 MAE for Neural Network: 338.9395202898775 Training time for Neural Network: 0.9392151832580566 seconds Testing time for Neural Network: 0.002859830856323242 seconds RMSE for Neural Network: 423.33370727590216 MAE for Neural Network: 337.864501504076 Training time for Neural Network: 0.5887031555175781 seconds Testing time for Neural Network: 0.0008249282836914062 seconds RMSE for Neural Network: 424.073270599254 MAE for Neural Network: 338.7906912791239 Training time for Neural Network: 1.2471330165863037 seconds Testing time for Neural Network: 0.0007140636444091797 seconds RMSE for Neural Network: 0.23772611330769197 MAE for Neural Network: 0.18450323343224714 Training time for Neural Network: 0.7833893299102783 seconds Testing time for Neural Network: 0.0006740093231201172 seconds RMSE for Neural Network: 423.11372247838494 MAE for Neural Network: 337.5888265481461 Training time for Neural Network: 0.7689881324768066 seconds Testing time for Neural Network: 0.0032758712768554688 seconds RMSE for Neural Network: 0.9712755813578204 MAE for Neural Network: 0.7930624022976198 Training time for Neural Network: 1.1122398376464844 seconds Testing time for Neural Network: 0.0006802082061767578 seconds RMSE for Neural Network: 0.34270329778181946 MAE for Neural Network: 0.25978217303177326 Training time for Neural Network: 0.9106791019439697 seconds Testing time for Neural Network: 0.010936975479125977 seconds RMSE for Neural Network: 424.09490206304116 MAE for Neural Network: 338.81776756318294 Training time for Neural Network: 0.8290367126464844 seconds Testing time for Neural Network: 0.0020270347595214844 seconds RMSE for Neural Network: 422.17292232963064 MAE for Neural Network: 336.4089327128204 Training time for Neural Network: 0.6704208850860596 seconds Testing time for Neural Network: 0.0006589889526367188 seconds RMSE for Neural Network: 0.16287959641741787 MAE for Neural Network: 0.12275558122567742 Training time for Neural Network: 1.0113699436187744 seconds Testing time for Neural Network: 0.0006940364837646484 seconds RMSE for Neural Network: 422.6237854636742 MAE for Neural Network: 336.9745653610733 Training time for Neural Network: 0.7359130382537842 seconds Testing time for Neural Network: 0.007834672927856445 seconds RMSE for Neural Network: 422.45359774580436 MAE for Neural Network: 336.76109619285364 Training time for Neural Network: 0.6949098110198975 seconds Testing time for Neural Network: 0.0015141963958740234 seconds RMSE for Neural Network: 3.7593648814385916 MAE for Neural Network: 3.15069613676007 Training time for Neural Network: 0.8978798389434814 seconds Testing time for Neural Network: 0.0035047531127929688 seconds RMSE for Neural Network: 1.2299421833930564 MAE for Neural Network: 0.999414272813256 Training time for Neural Network: 1.7869410514831543 seconds Testing time for Neural Network: 0.0007410049438476562 seconds RMSE for Neural Network: 422.5643757050098 MAE for Neural Network: 336.90005235322127 Training time for Neural Network: 0.9946601390838623 seconds Testing time for Neural Network: 0.0006899833679199219 seconds RMSE for Neural Network: 422.5969604123844 MAE for Neural Network: 336.94092154326535 Training time for Neural Network: 0.9191040992736816 seconds Testing time for Neural Network: 0.0006537437438964844 seconds RMSE for Neural Network: 424.13738501114096 MAE for Neural Network: 338.870941546671 Training time for Neural Network: 0.731698751449585 seconds Testing time for Neural Network: 0.0007870197296142578 seconds RMSE for Neural Network: 421.97563402528164 MAE for Neural Network: 336.1613145078966 Training time for Neural Network: 1.2723519802093506 seconds Testing time for Neural Network: 0.0037529468536376953 seconds RMSE for Neural Network: 422.9899206549512 MAE for Neural Network: 337.4336477536295 Training time for Neural Network: 0.5701460838317871 seconds Testing time for Neural Network: 0.0007500648498535156 seconds RMSE for Neural Network: 422.203282660209 MAE for Neural Network: 336.44703230924017 Training time for Neural Network: 0.9365780353546143 seconds Testing time for Neural Network: 0.0006561279296875 seconds RMSE for Neural Network: 422.30696198232397 MAE for Neural Network: 336.5771290497596 Training time for Neural Network: 1.4467236995697021 seconds Testing time for Neural Network: 0.0006852149963378906 seconds RMSE for Neural Network: 0.1622471487874788 MAE for Neural Network: 0.12625187544612496 Training time for Neural Network: 0.8997561931610107 seconds Testing time for Neural Network: 0.007675886154174805 seconds RMSE for Neural Network: 422.2691204459043 MAE for Neural Network: 336.52964764311054 Training time for Neural Network: 0.6682469844818115 seconds Testing time for Neural Network: 0.0006818771362304688 seconds RMSE for Neural Network: 0.6160080769118809 MAE for Neural Network: 0.5052754852714216 Training time for Neural Network: 1.6303141117095947 seconds Testing time for Neural Network: 0.0006628036499023438 seconds RMSE for Neural Network: 421.95060497470797 MAE for Neural Network: 336.12989557485145 Training time for Neural Network: 0.3410050868988037 seconds Testing time for Neural Network: 0.0029659271240234375 seconds RMSE for Neural Network: 424.05422253696537 MAE for Neural Network: 338.7668480121228 Training time for Neural Network: 0.7316701412200928 seconds Testing time for Neural Network: 0.000823974609375 seconds RMSE for Neural Network: 423.94563561382034 MAE for Neural Network: 338.63091355728983 Training time for Neural Network: 0.5204019546508789 seconds Testing time for Neural Network: 0.0007538795471191406 seconds RMSE for Neural Network: 0.38181426194338486 MAE for Neural Network: 0.3161903111261119 Training time for Neural Network: 1.0299451351165771 seconds Testing time for Neural Network: 0.0006797313690185547 seconds RMSE for Neural Network: 422.75182501712044 MAE for Neural Network: 337.1351349473153 Training time for Neural Network: 1.2192072868347168 seconds Testing time for Neural Network: 0.0020437240600585938 seconds RMSE for Neural Network: 0.4188574499934666 MAE for Neural Network: 0.32385238354452506 Training time for Neural Network: 0.5906059741973877 seconds Testing time for Neural Network: 0.0008609294891357422 seconds RMSE for Neural Network: 0.8961289754406516 MAE for Neural Network: 0.7293934583981785 Training time for Neural Network: 1.3140459060668945 seconds Testing time for Neural Network: 0.0015559196472167969 seconds RMSE for Neural Network: 0.5080558177564257 MAE for Neural Network: 0.4148636247926342 Training time for Neural Network: 0.5757768154144287 seconds Testing time for Neural Network: 0.0007121562957763672 seconds RMSE for Neural Network: 0.19765949191814294 MAE for Neural Network: 0.12358420123631568 Training time for Neural Network: 0.5924572944641113 seconds Testing time for Neural Network: 0.001986980438232422 seconds RMSE for Neural Network: 0.5380887244683767 MAE for Neural Network: 0.44531327155155936 Training time for Neural Network: 0.9313921928405762 seconds Testing time for Neural Network: 0.008603811264038086 seconds RMSE for Neural Network: 423.59984975640003 MAE for Neural Network: 338.19791006788205 Training time for Neural Network: 0.7649588584899902 seconds Testing time for Neural Network: 0.0006909370422363281 seconds RMSE for Neural Network: 421.8368432519643 MAE for Neural Network: 335.98707711074377 Training time for Neural Network: 0.3675410747528076 seconds Testing time for Neural Network: 0.0018439292907714844 seconds RMSE for Neural Network: 423.6259461210946 MAE for Neural Network: 338.23059572964587 Training time for Neural Network: 0.43010473251342773 seconds Testing time for Neural Network: 0.0005772113800048828 seconds RMSE for Neural Network: 421.9655401759634 MAE for Neural Network: 336.1486438417253 Training time for Neural Network: 0.940544843673706 seconds Testing time for Neural Network: 0.0011610984802246094 seconds RMSE for Neural Network: 0.3189789022707795 MAE for Neural Network: 0.23811671315584398 Training time for Neural Network: 0.8381500244140625 seconds Testing time for Neural Network: 0.0006840229034423828 seconds RMSE for Neural Network: 0.44723149264474127 MAE for Neural Network: 0.3777313029911598 Training time for Neural Network: 0.920590877532959 seconds Testing time for Neural Network: 0.0007371902465820312 seconds RMSE for Neural Network: 422.1625238762814 MAE for Neural Network: 336.39588318858836 Training time for Neural Network: 0.7861340045928955 seconds Testing time for Neural Network: 0.0026099681854248047 seconds RMSE for Neural Network: 423.0028642631366 MAE for Neural Network: 337.4498730707364 Training time for Neural Network: 0.6425542831420898 seconds Testing time for Neural Network: 0.0050580501556396484 seconds RMSE for Neural Network: 5.742174665786286 MAE for Neural Network: 4.63505584425345 Training time for Neural Network: 0.44815993309020996 seconds Testing time for Neural Network: 0.001911163330078125 seconds RMSE for Neural Network: 422.29954532051653 MAE for Neural Network: 336.56782323709064 Training time for Neural Network: 0.7666940689086914 seconds Testing time for Neural Network: 0.0012598037719726562 seconds RMSE for Neural Network: 423.80218209727207 MAE for Neural Network: 338.45130109226625 Training time for Neural Network: 0.9122223854064941 seconds Testing time for Neural Network: 0.0008959770202636719 seconds RMSE for Neural Network: 0.31911742200448245 MAE for Neural Network: 0.24883361741410945 Training time for Neural Network: 0.9325771331787109 seconds Testing time for Neural Network: 0.0007579326629638672 seconds RMSE for Neural Network: 0.305463407548396 MAE for Neural Network: 0.2369359005906456 Training time for Neural Network: 0.5110659599304199 seconds Testing time for Neural Network: 0.0006091594696044922 seconds RMSE for Neural Network: 0.9751713679128351 MAE for Neural Network: 0.795623446379689 Training time for Neural Network: 0.8613989353179932 seconds Testing time for Neural Network: 0.0007319450378417969 seconds RMSE for Neural Network: 422.5788190481325 MAE for Neural Network: 336.91816805977214 Training time for Neural Network: 0.6866319179534912 seconds Testing time for Neural Network: 0.0007429122924804688 seconds RMSE for Neural Network: 0.22331449642209053 MAE for Neural Network: 0.17262568761023167 Training time for Neural Network: 0.3189220428466797 seconds Testing time for Neural Network: 0.0005619525909423828 seconds RMSE for Neural Network: 424.17591724313706 MAE for Neural Network: 338.91916798802515 Training time for Neural Network: 0.37752795219421387 seconds Testing time for Neural Network: 0.0006148815155029297 seconds RMSE for Neural Network: 0.47606853072434024 MAE for Neural Network: 0.3855948329376495 Training time for Neural Network: 1.1800730228424072 seconds Testing time for Neural Network: 0.0008890628814697266 seconds RMSE for Neural Network: 0.11916903993130036 MAE for Neural Network: 0.0954563530728494 Training time for Neural Network: 0.900644063949585 seconds Testing time for Neural Network: 0.0015790462493896484 seconds RMSE for Neural Network: 21.76137198432185 MAE for Neural Network: 17.377236194137957 Training time for Neural Network: 0.7972180843353271 seconds Testing time for Neural Network: 0.0010540485382080078 seconds RMSE for Neural Network: 421.70528264126557 MAE for Neural Network: 335.8218859279249 Training time for Neural Network: 1.5011839866638184 seconds Testing time for Neural Network: 0.0035490989685058594 seconds RMSE for Neural Network: 424.16404056989643 MAE for Neural Network: 338.9043035625533 Training time for Neural Network: 0.6027257442474365 seconds Testing time for Neural Network: 0.0015101432800292969 seconds RMSE for Neural Network: 0.19539029848686923 MAE for Neural Network: 0.14518123723886253 Training time for Neural Network: 0.7198479175567627 seconds Testing time for Neural Network: 0.0007112026214599609 seconds RMSE for Neural Network: 424.0945419670069 MAE for Neural Network: 338.817316834373 Training time for Neural Network: 1.0154659748077393 seconds Testing time for Neural Network: 0.0006639957427978516 seconds RMSE for Neural Network: 0.1131803648093892 MAE for Neural Network: 0.08214276320640464 Training time for Neural Network: 0.38205599784851074 seconds Testing time for Neural Network: 0.0013279914855957031 seconds RMSE for Neural Network: 2.1745076336915066 MAE for Neural Network: 1.7070547978959008 Training time for Neural Network: 0.9907078742980957 seconds Testing time for Neural Network: 0.0007090568542480469 seconds RMSE for Neural Network: 421.87616671295785 MAE for Neural Network: 336.0364469831478 Training time for Neural Network: 0.5764369964599609 seconds Testing time for Neural Network: 0.0014257431030273438 seconds RMSE for Neural Network: 0.3348939168366214 MAE for Neural Network: 0.24938637646074419 Training time for Neural Network: 0.6132259368896484 seconds Testing time for Neural Network: 0.0006930828094482422 seconds RMSE for Neural Network: 423.3555829763972 MAE for Neural Network: 337.89191067251625 Training time for Neural Network: 0.5744383335113525 seconds Testing time for Neural Network: 0.0006918907165527344 seconds RMSE for Neural Network: 422.94899656381335 MAE for Neural Network: 337.3823459444419 Training time for Neural Network: 0.7453470230102539 seconds Testing time for Neural Network: 0.0007228851318359375 seconds RMSE for Neural Network: 0.24128104787782154 MAE for Neural Network: 0.18838524233710607 Training time for Neural Network: 0.470505952835083 seconds Testing time for Neural Network: 0.0011341571807861328 seconds RMSE for Neural Network: 423.069622447191 MAE for Neural Network: 337.5335525518126 Training time for Neural Network: 0.7275302410125732 seconds Testing time for Neural Network: 0.0022058486938476562 seconds RMSE for Neural Network: 0.22920947219143437 MAE for Neural Network: 0.17929195840123846 Training time for Neural Network: 0.9298739433288574 seconds Testing time for Neural Network: 0.0026123523712158203 seconds RMSE for Neural Network: 423.9092618135792 MAE for Neural Network: 338.5853746279838 Training time for Neural Network: 0.8387458324432373 seconds Testing time for Neural Network: 0.0025510787963867188 seconds RMSE for Neural Network: 0.294291714951471 MAE for Neural Network: 0.23808625759108704 Training time for Neural Network: 0.6631019115447998 seconds Testing time for Neural Network: 0.00061798095703125 seconds RMSE for Neural Network: 422.6565018207586 MAE for Neural Network: 337.0155963631348 Training time for Neural Network: 0.7708139419555664 seconds Testing time for Neural Network: 0.0006830692291259766 seconds RMSE for Neural Network: 424.19526612086736 MAE for Neural Network: 338.94338385634853 Training time for Neural Network: 0.7313849925994873 seconds Testing time for Neural Network: 0.0006458759307861328 seconds RMSE for Neural Network: 423.18187924233285 MAE for Neural Network: 337.67424624882324 Training time for Neural Network: 0.866060733795166 seconds Testing time for Neural Network: 0.0007171630859375 seconds RMSE for Neural Network: 13.786942761640088 MAE for Neural Network: 11.417420017454205 Training time for Neural Network: 2.062959909439087 seconds Testing time for Neural Network: 0.0010211467742919922 seconds RMSE for Neural Network: 424.0263551454957 MAE for Neural Network: 338.73196412298114 Training time for Neural Network: 0.7767050266265869 seconds Testing time for Neural Network: 0.004477024078369141 seconds RMSE for Neural Network: 423.61558805562703 MAE for Neural Network: 338.2176224036134 Training time for Neural Network: 0.6649060249328613 seconds Testing time for Neural Network: 0.004228115081787109 seconds RMSE for Neural Network: 423.90679823656643 MAE for Neural Network: 338.58229022176516 Training time for Neural Network: 1.0397369861602783 seconds Testing time for Neural Network: 0.005423307418823242 seconds RMSE for Neural Network: 0.14068886247270604 MAE for Neural Network: 0.10983729990080614 Training time for Neural Network: 0.5402300357818604 seconds Testing time for Neural Network: 0.0006318092346191406 seconds RMSE for Neural Network: 423.06722391008213 MAE for Neural Network: 337.53054618452256 Training time for Neural Network: 0.49920201301574707 seconds Testing time for Neural Network: 0.0022847652435302734 seconds RMSE for Neural Network: 423.0334454133586 MAE for Neural Network: 337.4882066071874 Training time for Neural Network: 0.46927523612976074 seconds Testing time for Neural Network: 0.00061798095703125 seconds RMSE for Neural Network: 0.9845185523809812 MAE for Neural Network: 0.7968198390671862 Training time for Neural Network: 0.5885920524597168 seconds Testing time for Neural Network: 0.0006730556488037109 seconds RMSE for Neural Network: 0.6255540757638683 MAE for Neural Network: 0.5052201887886179 Training time for Neural Network: 0.7681348323822021 seconds Testing time for Neural Network: 0.0007030963897705078 seconds RMSE for Neural Network: 423.36620750985105 MAE for Neural Network: 337.90522239514553 Training time for Neural Network: 0.8677709102630615 seconds Testing time for Neural Network: 0.0008912086486816406 seconds RMSE for Neural Network: 422.92965947414035 MAE for Neural Network: 337.35810428023046 Training time for Neural Network: 0.9783749580383301 seconds Testing time for Neural Network: 0.001695871353149414 seconds RMSE for Neural Network: 422.235738784798 MAE for Neural Network: 336.4877602050076 Training time for Neural Network: 1.4346578121185303 seconds Testing time for Neural Network: 0.0006630420684814453 seconds RMSE for Neural Network: 422.67940032539485 MAE for Neural Network: 337.0443132884368 Training time for Neural Network: 0.3627910614013672 seconds Testing time for Neural Network: 0.0008502006530761719 seconds RMSE for Neural Network: 0.24897211196432023 MAE for Neural Network: 0.1968431850457052 Training time for Neural Network: 0.5921630859375 seconds Testing time for Neural Network: 0.0006501674652099609 seconds RMSE for Neural Network: 0.5247024738199245 MAE for Neural Network: 0.4327241393631763 Training time for Neural Network: 0.9113988876342773 seconds Testing time for Neural Network: 0.0008428096771240234 seconds RMSE for Neural Network: 0.1950691382750837 MAE for Neural Network: 0.1496276492945285 Training time for Neural Network: 0.873136043548584 seconds Testing time for Neural Network: 0.0007207393646240234 seconds RMSE for Neural Network: 424.0234598901292 MAE for Neural Network: 338.72833982091686 Training time for Neural Network: 0.5593967437744141 seconds Testing time for Neural Network: 0.0006928443908691406 seconds RMSE for Neural Network: 423.9459781665369 MAE for Neural Network: 338.6313424126897 Training time for Neural Network: 0.49540019035339355 seconds Testing time for Neural Network: 0.0008559226989746094 seconds RMSE for Neural Network: 423.3221372789897 MAE for Neural Network: 337.85000454505 Training time for Neural Network: 0.7139639854431152 seconds Testing time for Neural Network: 0.0006818771362304688 seconds RMSE for Neural Network: 0.19595964584541414 MAE for Neural Network: 0.1525879460266245 Training time for Neural Network: 0.8001701831817627 seconds Testing time for Neural Network: 0.003396749496459961 seconds RMSE for Neural Network: 422.29276020726604 MAE for Neural Network: 336.5593097570026 Training time for Neural Network: 1.9336299896240234 seconds Testing time for Neural Network: 0.0014972686767578125 seconds RMSE for Neural Network: 0.07013478166542783 MAE for Neural Network: 0.05433102396421462 Training time for Neural Network: 1.1131057739257812 seconds Testing time for Neural Network: 0.0007119178771972656 seconds RMSE for Neural Network: 423.3562019665179 MAE for Neural Network: 337.89268622471485 Training time for Neural Network: 1.259944200515747 seconds Testing time for Neural Network: 0.0007231235504150391 seconds RMSE for Neural Network: 424.26903866227906 MAE for Neural Network: 339.03570730537075 Training time for Neural Network: 0.7614970207214355 seconds Testing time for Neural Network: 0.0007297992706298828 seconds RMSE for Neural Network: 422.3924408245448 MAE for Neural Network: 336.6843740454182 Training time for Neural Network: 1.7103629112243652 seconds Testing time for Neural Network: 0.003874063491821289 seconds RMSE for Neural Network: 424.1240087538985 MAE for Neural Network: 338.8541994163796 Training time for Neural Network: 0.9060258865356445 seconds Testing time for Neural Network: 0.0022780895233154297 seconds RMSE for Neural Network: 0.6959521304858648 MAE for Neural Network: 0.5561140985758104 Training time for Neural Network: 0.45996594429016113 seconds Testing time for Neural Network: 0.0006158351898193359 seconds RMSE for Neural Network: 1.6301102769315936 MAE for Neural Network: 1.3484908441441963 Training time for Neural Network: 1.262005090713501 seconds Testing time for Neural Network: 0.0007150173187255859 seconds RMSE for Neural Network: 424.22288206782724 MAE for Neural Network: 338.97794519787305 Training time for Neural Network: 0.6818051338195801 seconds Testing time for Neural Network: 0.0006520748138427734 seconds RMSE for Neural Network: 0.4906908667991522 MAE for Neural Network: 0.3938501210559589 Training time for Neural Network: 0.5621459484100342 seconds Testing time for Neural Network: 0.0006167888641357422 seconds RMSE for Neural Network: 422.09923166183177 MAE for Neural Network: 336.3164507278037 Training time for Neural Network: 0.7269580364227295 seconds Testing time for Neural Network: 0.003414154052734375 seconds RMSE for Neural Network: 423.08850257925684 MAE for Neural Network: 337.5572168912944 Training time for Neural Network: 1.069770336151123 seconds Testing time for Neural Network: 0.0008258819580078125 seconds RMSE for Neural Network: 0.16781153435310553 MAE for Neural Network: 0.13050463151334488 Training time for Neural Network: 1.3737010955810547 seconds Testing time for Neural Network: 0.004709005355834961 seconds RMSE for Neural Network: 422.845516619887 MAE for Neural Network: 337.2526124230584 Training time for Neural Network: 1.6186738014221191 seconds Testing time for Neural Network: 0.0020170211791992188 seconds RMSE for Neural Network: 423.84336526709455 MAE for Neural Network: 338.50286843921174 Training time for Neural Network: 0.6218969821929932 seconds Testing time for Neural Network: 0.0014159679412841797 seconds RMSE for Neural Network: 422.2011738798356 MAE for Neural Network: 336.4443860226378 Training time for Neural Network: 1.4914991855621338 seconds Testing time for Neural Network: 0.001422882080078125 seconds RMSE for Neural Network: 424.1713720234308 MAE for Neural Network: 338.9134793791452 Training time for Neural Network: 1.133470058441162 seconds Testing time for Neural Network: 0.0055408477783203125 seconds RMSE for Neural Network: 424.0561172582948 MAE for Neural Network: 338.7692197423183 Training time for Neural Network: 0.7560238838195801 seconds Testing time for Neural Network: 0.01027989387512207 seconds RMSE for Neural Network: 422.0344246447277 MAE for Neural Network: 336.23511007306314 Training time for Neural Network: 1.1328001022338867 seconds Testing time for Neural Network: 0.0008449554443359375 seconds RMSE for Neural Network: 0.22159338331137152 MAE for Neural Network: 0.16660449003338965 Training time for Neural Network: 0.8472671508789062 seconds Testing time for Neural Network: 0.0021429061889648438 seconds RMSE for Neural Network: 0.24039186711096805 MAE for Neural Network: 0.1935313182750445 Training time for Neural Network: 0.986346960067749 seconds Testing time for Neural Network: 0.0026700496673583984 seconds RMSE for Neural Network: 0.27942279246697616 MAE for Neural Network: 0.21459354486725427 Training time for Neural Network: 0.8581159114837646 seconds Testing time for Neural Network: 0.0019152164459228516 seconds RMSE for Neural Network: 423.6848315764632 MAE for Neural Network: 338.30434547698985 Training time for Neural Network: 0.5489511489868164 seconds Testing time for Neural Network: 0.0006520748138427734 seconds RMSE for Neural Network: 423.0135585850884 MAE for Neural Network: 337.4632786059226 Training time for Neural Network: 0.7954730987548828 seconds Testing time for Neural Network: 0.0007469654083251953 seconds RMSE for Neural Network: 0.9849337178995897 MAE for Neural Network: 0.8108397983981668 Training time for Neural Network: 0.9002747535705566 seconds Testing time for Neural Network: 0.0007359981536865234 seconds RMSE for Neural Network: 0.24028137724355347 MAE for Neural Network: 0.17203966399393594 Training time for Neural Network: 0.6708118915557861 seconds Testing time for Neural Network: 0.0007328987121582031 seconds RMSE for Neural Network: 422.0199721798981 MAE for Neural Network: 336.2169694994 Training time for Neural Network: 0.6293349266052246 seconds Testing time for Neural Network: 0.0006232261657714844 seconds RMSE for Neural Network: 424.0160942984173 MAE for Neural Network: 338.71911945552 Training time for Neural Network: 1.0044350624084473 seconds Testing time for Neural Network: 0.002981901168823242 seconds RMSE for Neural Network: 423.1478869542487 MAE for Neural Network: 337.6316452800066 Training time for Neural Network: 1.5522830486297607 seconds Testing time for Neural Network: 0.0007259845733642578 seconds RMSE for Neural Network: 0.3900587008001285 MAE for Neural Network: 0.30189616094721566 Training time for Neural Network: 0.6330568790435791 seconds Testing time for Neural Network: 0.0007398128509521484 seconds RMSE for Neural Network: 0.3739863704078241 MAE for Neural Network: 0.2885118431135069 Training time for Neural Network: 0.7668712139129639 seconds Testing time for Neural Network: 0.00066375732421875 seconds RMSE for Neural Network: 0.608770429389822 MAE for Neural Network: 0.4705770814101682 Training time for Neural Network: 0.6538019180297852 seconds Testing time for Neural Network: 0.0015888214111328125 seconds RMSE for Neural Network: 0.15883228917406864 MAE for Neural Network: 0.1244902374838864 Training time for Neural Network: 2.2406070232391357 seconds Testing time for Neural Network: 0.006918191909790039 seconds RMSE for Neural Network: 423.6472976731444 MAE for Neural Network: 338.2573376682261 Training time for Neural Network: 0.9194111824035645 seconds Testing time for Neural Network: 0.001661062240600586 seconds RMSE for Neural Network: 422.95009818720234 MAE for Neural Network: 337.3837269596781 Training time for Neural Network: 0.666022777557373 seconds Testing time for Neural Network: 0.0022461414337158203 seconds RMSE for Neural Network: 0.22417918257359995 MAE for Neural Network: 0.1801680206758491 Training time for Neural Network: 0.14389491081237793 seconds Testing time for Neural Network: 0.0005929470062255859 seconds RMSE for Neural Network: 2.923374066335476 MAE for Neural Network: 2.2300088397923448 Training time for Neural Network: 1.0387389659881592 seconds Testing time for Neural Network: 0.0029380321502685547 seconds RMSE for Neural Network: 0.45979891288961316 MAE for Neural Network: 0.37485852289045807 Training time for Neural Network: 0.6982028484344482 seconds Testing time for Neural Network: 0.002271890640258789 seconds RMSE for Neural Network: 3.645324510420236 MAE for Neural Network: 3.1158844905880945 Training time for Neural Network: 0.8712201118469238 seconds Testing time for Neural Network: 0.0033159255981445312 seconds RMSE for Neural Network: 0.23153941845421167 MAE for Neural Network: 0.1821215627931073 Training time for Neural Network: 1.0355589389801025 seconds Testing time for Neural Network: 0.0017290115356445312 seconds RMSE for Neural Network: 423.8209882715444 MAE for Neural Network: 338.4748495237233 Training time for Neural Network: 1.2717700004577637 seconds Testing time for Neural Network: 0.0007328987121582031 seconds RMSE for Neural Network: 422.3489375321401 MAE for Neural Network: 336.6297947228767 Training time for Neural Network: 0.3551809787750244 seconds Testing time for Neural Network: 0.0011839866638183594 seconds RMSE for Neural Network: 4.50372400627931 MAE for Neural Network: 3.3549927973772458 Training time for Neural Network: 1.1806538105010986 seconds Testing time for Neural Network: 0.0007369518280029297 seconds RMSE for Neural Network: 0.22196719151463848 MAE for Neural Network: 0.17656718467262578 Training time for Neural Network: 1.0661211013793945 seconds Testing time for Neural Network: 0.0073490142822265625 seconds RMSE for Neural Network: 1.7942704940829775 MAE for Neural Network: 1.53348411503094 Training time for Neural Network: 0.8189373016357422 seconds Testing time for Neural Network: 0.0009038448333740234 seconds RMSE for Neural Network: 0.2634945948697466 MAE for Neural Network: 0.19891967892896162 Training time for Neural Network: 1.1523878574371338 seconds Testing time for Neural Network: 0.0007138252258300781 seconds RMSE for Neural Network: 424.33102954493063 MAE for Neural Network: 339.11327944405144 Training time for Neural Network: 0.6810710430145264 seconds Testing time for Neural Network: 0.0006411075592041016 seconds RMSE for Neural Network: 423.0585699428307 MAE for Neural Network: 337.5196990735674 Training time for Neural Network: 0.8148200511932373 seconds Testing time for Neural Network: 0.0007770061492919922 seconds RMSE for Neural Network: 423.45942848461755 MAE for Neural Network: 338.0220129416979 Training time for Neural Network: 0.9833788871765137 seconds Testing time for Neural Network: 0.00074005126953125 seconds RMSE for Neural Network: 0.3195760404655863 MAE for Neural Network: 0.24990723574059076 Training time for Neural Network: 1.8791720867156982 seconds Testing time for Neural Network: 0.000720977783203125 seconds RMSE for Neural Network: 422.1437278402038 MAE for Neural Network: 336.3722946609345 Training time for Neural Network: 0.8997089862823486 seconds Testing time for Neural Network: 0.0018401145935058594 seconds RMSE for Neural Network: 422.12016614050293 MAE for Neural Network: 336.34272449857497 Training time for Neural Network: 0.5935249328613281 seconds Testing time for Neural Network: 0.002994060516357422 seconds RMSE for Neural Network: 424.00071503102635 MAE for Neural Network: 338.69986715004796 Training time for Neural Network: 1.000169038772583 seconds Testing time for Neural Network: 0.0006897449493408203 seconds RMSE for Neural Network: 0.28768678608752124 MAE for Neural Network: 0.2349163003631592 Training time for Neural Network: 1.146177053451538 seconds Testing time for Neural Network: 0.0015609264373779297 seconds RMSE for Neural Network: 423.68629775044 MAE for Neural Network: 338.3061816788351 Training time for Neural Network: 1.2157928943634033 seconds Testing time for Neural Network: 0.00709986686706543 seconds RMSE for Neural Network: 423.747426174145 MAE for Neural Network: 338.38273426676346 Training time for Neural Network: 1.085994005203247 seconds Testing time for Neural Network: 0.0007300376892089844 seconds RMSE for Neural Network: 0.4202501536699625 MAE for Neural Network: 0.34323727234997586 Training time for Neural Network: 1.0518758296966553 seconds Testing time for Neural Network: 0.0006897449493408203 seconds RMSE for Neural Network: 0.15025843531603802 MAE for Neural Network: 0.10986933338295067 Training time for Neural Network: 1.8620798587799072 seconds Testing time for Neural Network: 0.005946159362792969 seconds RMSE for Neural Network: 12.39815225520464 MAE for Neural Network: 10.44240220560466 Training time for Neural Network: 1.596679925918579 seconds Testing time for Neural Network: 0.0026040077209472656 seconds RMSE for Neural Network: 423.8396789728492 MAE for Neural Network: 338.4982527760614 Training time for Neural Network: 0.9893279075622559 seconds Testing time for Neural Network: 0.0006561279296875 seconds RMSE for Neural Network: 0.5574686864787979 MAE for Neural Network: 0.45120907400638666 Training time for Neural Network: 1.5661489963531494 seconds Testing time for Neural Network: 0.00574803352355957 seconds RMSE for Neural Network: 0.2188222355448312 MAE for Neural Network: 0.17239568786563175 Training time for Neural Network: 1.0245990753173828 seconds Testing time for Neural Network: 0.0006830692291259766 seconds RMSE for Neural Network: 423.9895705201923 MAE for Neural Network: 338.68591581365706 Training time for Neural Network: 2.459378957748413 seconds Testing time for Neural Network: 0.008208990097045898 seconds RMSE for Neural Network: 421.81934500462575 MAE for Neural Network: 335.9651075346516 Training time for Neural Network: 1.3471276760101318 seconds Testing time for Neural Network: 0.0006830692291259766 seconds RMSE for Neural Network: 423.9253330323513 MAE for Neural Network: 338.6054955951372 Training time for Neural Network: 0.6299540996551514 seconds Testing time for Neural Network: 0.0006520748138427734 seconds RMSE for Neural Network: 15.396660606974095 MAE for Neural Network: 12.640790080731849 Training time for Neural Network: 1.0547552108764648 seconds Testing time for Neural Network: 0.0022928714752197266 seconds RMSE for Neural Network: 422.8331342889321 MAE for Neural Network: 337.23708739289134 Training time for Neural Network: 0.5351080894470215 seconds Testing time for Neural Network: 0.0006799697875976562 seconds RMSE for Neural Network: 422.1180753885571 MAE for Neural Network: 336.3401005386929 Training time for Neural Network: 1.1173298358917236 seconds Testing time for Neural Network: 0.0006670951843261719 seconds RMSE for Neural Network: 0.35738185884748536 MAE for Neural Network: 0.27420341252603675 Training time for Neural Network: 1.0975818634033203 seconds Testing time for Neural Network: 0.0054168701171875 seconds RMSE for Neural Network: 424.1890876088012 MAE for Neural Network: 338.9356512776809 Training time for Neural Network: 1.2381279468536377 seconds Testing time for Neural Network: 0.0007009506225585938 seconds RMSE for Neural Network: 423.35037666008833 MAE for Neural Network: 337.88538748942244 Training time for Neural Network: 1.2033936977386475 seconds Testing time for Neural Network: 0.0006561279296875 seconds RMSE for Neural Network: 422.26992185565547 MAE for Neural Network: 336.5306532317969 Training time for Neural Network: 1.317673921585083 seconds Testing time for Neural Network: 0.0010290145874023438 seconds RMSE for Neural Network: 423.3104513220222 MAE for Neural Network: 337.8353620613044 Training time for Neural Network: 0.5782468318939209 seconds Testing time for Neural Network: 0.0025529861450195312 seconds RMSE for Neural Network: 422.2282930785379 MAE for Neural Network: 336.47841704432426 Training time for Neural Network: 1.9302539825439453 seconds Testing time for Neural Network: 0.0007369518280029297 seconds RMSE for Neural Network: 0.19155279950000237 MAE for Neural Network: 0.1604629584219541 Training time for Neural Network: 1.0837528705596924 seconds Testing time for Neural Network: 0.004590034484863281 seconds RMSE for Neural Network: 423.75019950935706 MAE for Neural Network: 338.3862072320006 Training time for Neural Network: 1.075010061264038 seconds Testing time for Neural Network: 0.0016970634460449219 seconds RMSE for Neural Network: 422.90222861941254 MAE for Neural Network: 337.32371489698795 Training time for Neural Network: 1.5380210876464844 seconds Testing time for Neural Network: 0.0007088184356689453 seconds RMSE for Neural Network: 421.7450056260771 MAE for Neural Network: 335.8717663501627 Training time for Neural Network: 1.4291129112243652 seconds Testing time for Neural Network: 0.00564885139465332 seconds RMSE for Neural Network: 422.9682648749069 MAE for Neural Network: 337.4065007552877 Training time for Neural Network: 0.6520509719848633 seconds Testing time for Neural Network: 0.001834869384765625 seconds RMSE for Neural Network: 424.1374000356002 MAE for Neural Network: 338.87096035157293 Training time for Neural Network: 1.0641858577728271 seconds Testing time for Neural Network: 0.0007221698760986328 seconds RMSE for Neural Network: 0.1836170839724585 MAE for Neural Network: 0.15310363064608018 Training time for Neural Network: 0.752830982208252 seconds Testing time for Neural Network: 0.001332998275756836 seconds RMSE for Neural Network: 421.78299952119505 MAE for Neural Network: 335.91947300764645 Training time for Neural Network: 0.9234380722045898 seconds Testing time for Neural Network: 0.0011639595031738281 seconds RMSE for Neural Network: 422.28475331291736 MAE for Neural Network: 336.54926317136693 Training time for Neural Network: 1.3535289764404297 seconds Testing time for Neural Network: 0.0008897781372070312 seconds RMSE for Neural Network: 422.6868725560856 MAE for Neural Network: 337.05368399096767 Training time for Neural Network: 1.0271072387695312 seconds Testing time for Neural Network: 0.0015978813171386719 seconds RMSE for Neural Network: 423.796184070152 MAE for Neural Network: 338.44379044837063 Training time for Neural Network: 1.0868732929229736 seconds Testing time for Neural Network: 0.0046689510345458984 seconds RMSE for Neural Network: 1.2392703107230916 MAE for Neural Network: 0.9954060010758374 Training time for Neural Network: 0.8388609886169434 seconds Testing time for Neural Network: 0.00953817367553711 seconds RMSE for Neural Network: 423.9857589250204 MAE for Neural Network: 338.68114419297694 Training time for Neural Network: 0.7623720169067383 seconds Testing time for Neural Network: 0.0012369155883789062 seconds RMSE for Neural Network: 423.309010104938 MAE for Neural Network: 337.8335562028452 Training time for Neural Network: 0.7840397357940674 seconds Testing time for Neural Network: 0.000843048095703125 seconds RMSE for Neural Network: 422.33536712643735 MAE for Neural Network: 336.6127686028282 Training time for Neural Network: 1.510239839553833 seconds Testing time for Neural Network: 0.005097866058349609 seconds RMSE for Neural Network: 0.19281421826038234 MAE for Neural Network: 0.15450200084017576 Training time for Neural Network: 1.1053190231323242 seconds Testing time for Neural Network: 0.007399082183837891 seconds RMSE for Neural Network: 423.8399529779961 MAE for Neural Network: 338.4985958627133 Training time for Neural Network: 2.3447299003601074 seconds Testing time for Neural Network: 0.001863241195678711 seconds RMSE for Neural Network: 0.15175053023819235 MAE for Neural Network: 0.11138417314954908 Training time for Neural Network: 1.3069040775299072 seconds Testing time for Neural Network: 0.0007109642028808594 seconds RMSE for Neural Network: 423.9623495855666 MAE for Neural Network: 338.651838215523 Training time for Neural Network: 1.0798838138580322 seconds Testing time for Neural Network: 0.002935171127319336 seconds RMSE for Neural Network: 0.5216631827218435 MAE for Neural Network: 0.42872824198236564 Training time for Neural Network: 0.5935959815979004 seconds Testing time for Neural Network: 0.001051187515258789 seconds RMSE for Neural Network: 422.23173062257274 MAE for Neural Network: 336.4827306195244 Training time for Neural Network: 1.0965778827667236 seconds Testing time for Neural Network: 0.004266977310180664 seconds RMSE for Neural Network: 0.5034692776782507 MAE for Neural Network: 0.40871051050409646 Training time for Neural Network: 0.8789589405059814 seconds Testing time for Neural Network: 0.0006918907165527344 seconds RMSE for Neural Network: 19.750357029208953 MAE for Neural Network: 16.52377363559908 Training time for Neural Network: 1.6400587558746338 seconds Testing time for Neural Network: 0.001501321792602539 seconds RMSE for Neural Network: 0.2077558646673389 MAE for Neural Network: 0.17046491338580275 Training time for Neural Network: 1.2235362529754639 seconds Testing time for Neural Network: 0.0007486343383789062 seconds RMSE for Neural Network: 19.740176511821755 MAE for Neural Network: 16.55564567429758 Training time for Neural Network: 0.978503942489624 seconds Testing time for Neural Network: 0.0014939308166503906 seconds RMSE for Neural Network: 0.3227304814157551 MAE for Neural Network: 0.2628962728589082 Training time for Neural Network: 1.663517951965332 seconds Testing time for Neural Network: 0.0007479190826416016 seconds RMSE for Neural Network: 423.23334831569747 MAE for Neural Network: 337.7387463516068 Training time for Neural Network: 0.9074420928955078 seconds Testing time for Neural Network: 0.0006589889526367188 seconds RMSE for Neural Network: 0.2557922216711309 MAE for Neural Network: 0.1684777970072801 Training time for Neural Network: 1.024167776107788 seconds Testing time for Neural Network: 0.002192258834838867 seconds RMSE for Neural Network: 422.6187554582554 MAE for Neural Network: 336.96825685177413 Training time for Neural Network: 1.1247429847717285 seconds Testing time for Neural Network: 0.002949953079223633 seconds RMSE for Neural Network: 423.20506011655857 MAE for Neural Network: 337.7032966509188 Training time for Neural Network: 1.0589218139648438 seconds Testing time for Neural Network: 0.0016179084777832031 seconds RMSE for Neural Network: 421.8726019512522 MAE for Neural Network: 336.03197160055794 Training time for Neural Network: 1.5559759140014648 seconds Testing time for Neural Network: 0.0007050037384033203 seconds RMSE for Neural Network: 22.148475779732408 MAE for Neural Network: 18.601467666619797 Training time for Neural Network: 0.7026979923248291 seconds Testing time for Neural Network: 0.001699209213256836 seconds RMSE for Neural Network: 13.779789789928074 MAE for Neural Network: 11.353050201729848 Training time for Neural Network: 0.788358211517334 seconds Testing time for Neural Network: 0.0006978511810302734 seconds RMSE for Neural Network: 0.1695249180695702 MAE for Neural Network: 0.13443505420596347 Training time for Neural Network: 0.5833919048309326 seconds Testing time for Neural Network: 0.0009479522705078125 seconds RMSE for Neural Network: 423.3832580934591 MAE for Neural Network: 337.92658506615174 Training time for Neural Network: 1.1015632152557373 seconds Testing time for Neural Network: 0.0006768703460693359 seconds RMSE for Neural Network: 1.0835563041204501 MAE for Neural Network: 0.7898089424520248 Training time for Neural Network: 1.0299301147460938 seconds Testing time for Neural Network: 0.0006778240203857422 seconds RMSE for Neural Network: 422.78349100549605 MAE for Neural Network: 337.1748417771303 Training time for Neural Network: 1.1139898300170898 seconds Testing time for Neural Network: 0.0007569789886474609 seconds RMSE for Neural Network: 0.20615737875381057 MAE for Neural Network: 0.16512550177157628 Training time for Neural Network: 1.189950942993164 seconds Testing time for Neural Network: 0.0051479339599609375 seconds RMSE for Neural Network: 0.3907633114734278 MAE for Neural Network: 0.32135217193809196 Training time for Neural Network: 0.7684409618377686 seconds Testing time for Neural Network: 0.0021309852600097656 seconds RMSE for Neural Network: 423.23379383397355 MAE for Neural Network: 337.73930464744103 Training time for Neural Network: 1.1959500312805176 seconds Testing time for Neural Network: 0.0007071495056152344 seconds RMSE for Neural Network: 423.6273654043106 MAE for Neural Network: 338.23237334713514 Training time for Neural Network: 1.2875511646270752 seconds Testing time for Neural Network: 0.007652997970581055 seconds RMSE for Neural Network: 12.51764671465273 MAE for Neural Network: 10.46779165094217 Training time for Neural Network: 1.0824298858642578 seconds Testing time for Neural Network: 0.0008349418640136719 seconds RMSE for Neural Network: 422.95221875959896 MAE for Neural Network: 337.38638534224555 Training time for Neural Network: 0.3948040008544922 seconds Testing time for Neural Network: 0.0018508434295654297 seconds RMSE for Neural Network: 423.0621030728133 MAE for Neural Network: 337.5241276072427 Training time for Neural Network: 1.0856940746307373 seconds Testing time for Neural Network: 0.0020971298217773438 seconds RMSE for Neural Network: 0.5396196915303599 MAE for Neural Network: 0.4397385208259649 Training time for Neural Network: 0.6227560043334961 seconds Testing time for Neural Network: 0.0027937889099121094 seconds RMSE for Neural Network: 422.3654334254203 MAE for Neural Network: 336.6504908852528 Training time for Neural Network: 1.0354337692260742 seconds Testing time for Neural Network: 0.0006501674652099609 seconds RMSE for Neural Network: 0.2360260765675557 MAE for Neural Network: 0.19620312103679524 Training time for Neural Network: 0.6299540996551514 seconds Testing time for Neural Network: 0.001955747604370117 seconds RMSE for Neural Network: 0.16871274441563494 MAE for Neural Network: 0.13612414886426172 Training time for Neural Network: 1.1530020236968994 seconds Testing time for Neural Network: 0.0007989406585693359 seconds RMSE for Neural Network: 422.9444290346085 MAE for Neural Network: 337.37661998432776 Training time for Neural Network: 0.5628631114959717 seconds Testing time for Neural Network: 0.0006709098815917969 seconds RMSE for Neural Network: 0.9778937193638714 MAE for Neural Network: 0.8030739243164251 Training time for Neural Network: 0.8175868988037109 seconds Testing time for Neural Network: 0.0006868839263916016 seconds RMSE for Neural Network: 0.26854729791293824 MAE for Neural Network: 0.21434053814835416 Training time for Neural Network: 0.5885360240936279 seconds Testing time for Neural Network: 0.0006301403045654297 seconds RMSE for Neural Network: 423.1145995956864 MAE for Neural Network: 337.5899258740647 Training time for Neural Network: 0.40717196464538574 seconds Testing time for Neural Network: 0.0006389617919921875 seconds RMSE for Neural Network: 423.6670348293777 MAE for Neural Network: 338.28205696098587 Training time for Neural Network: 0.8499760627746582 seconds Testing time for Neural Network: 0.0022950172424316406 seconds RMSE for Neural Network: 423.317998534657 MAE for Neural Network: 337.8448187319534 Training time for Neural Network: 0.7582669258117676 seconds Testing time for Neural Network: 0.0007300376892089844 seconds RMSE for Neural Network: 421.7754409340401 MAE for Neural Network: 335.90998234012403 Training time for Neural Network: 0.4820132255554199 seconds Testing time for Neural Network: 0.0006527900695800781 seconds RMSE for Neural Network: 423.02853003421285 MAE for Neural Network: 337.48204527581237 Training time for Neural Network: 1.0627288818359375 seconds Testing time for Neural Network: 0.001477956771850586 seconds RMSE for Neural Network: 0.48478040622636814 MAE for Neural Network: 0.3764676244587968 Training time for Neural Network: 0.5507819652557373 seconds Testing time for Neural Network: 0.0015261173248291016 seconds RMSE for Neural Network: 422.04665953368254 MAE for Neural Network: 336.25046689064783 Training time for Neural Network: 0.6557531356811523 seconds Testing time for Neural Network: 0.0007059574127197266 seconds RMSE for Neural Network: 422.6908377215419 MAE for Neural Network: 337.05865654864493 Training time for Neural Network: 0.6677539348602295 seconds Testing time for Neural Network: 0.0016140937805175781 seconds RMSE for Neural Network: 0.16099479750103382 MAE for Neural Network: 0.12071936568472715 Training time for Neural Network: 0.6827902793884277 seconds Testing time for Neural Network: 0.0020809173583984375 seconds RMSE for Neural Network: 422.58596938585725 MAE for Neural Network: 336.927136310543 Training time for Neural Network: 0.6375720500946045 seconds Testing time for Neural Network: 0.0006530284881591797 seconds RMSE for Neural Network: 0.9107258481569842 MAE for Neural Network: 0.7226848260893205 Training time for Neural Network: 0.5960001945495605 seconds Testing time for Neural Network: 0.0006418228149414062 seconds RMSE for Neural Network: 421.9898849726095 MAE for Neural Network: 336.1792032232731 Training time for Neural Network: 0.6716580390930176 seconds Testing time for Neural Network: 0.0017290115356445312 seconds RMSE for Neural Network: 421.7826621275728 MAE for Neural Network: 335.9190493735965 Training time for Neural Network: 1.1871800422668457 seconds Testing time for Neural Network: 0.0014889240264892578 seconds RMSE for Neural Network: 0.40484485174093837 MAE for Neural Network: 0.3232756444990493 Training time for Neural Network: 0.5539650917053223 seconds Testing time for Neural Network: 0.0006792545318603516 seconds RMSE for Neural Network: 422.7988570782079 MAE for Neural Network: 337.19410909337864 Training time for Neural Network: 1.7668390274047852 seconds Testing time for Neural Network: 0.0032150745391845703 seconds RMSE for Neural Network: 421.9254187108316 MAE for Neural Network: 336.0982782088434 Training time for Neural Network: 0.7019519805908203 seconds Testing time for Neural Network: 0.0035028457641601562 seconds RMSE for Neural Network: 0.6453666047849133 MAE for Neural Network: 0.5195438086496678 Training time for Neural Network: 1.4697351455688477 seconds Testing time for Neural Network: 0.0105438232421875 seconds RMSE for Neural Network: 422.01736551001807 MAE for Neural Network: 336.21369759820124 Training time for Neural Network: 0.8647580146789551 seconds Testing time for Neural Network: 0.005321979522705078 seconds RMSE for Neural Network: 0.6984706044531996 MAE for Neural Network: 0.553814059495504 Training time for Neural Network: 0.18129205703735352 seconds Testing time for Neural Network: 0.0005700588226318359 seconds RMSE for Neural Network: 0.9523516390745514 MAE for Neural Network: 0.7028262227859037 Training time for Neural Network: 0.7656211853027344 seconds Testing time for Neural Network: 0.0007066726684570312 seconds RMSE for Neural Network: 0.7731580736991298 MAE for Neural Network: 0.6297869462189589 Training time for Neural Network: 0.6656298637390137 seconds Testing time for Neural Network: 0.0006468296051025391 seconds RMSE for Neural Network: 19.901518700264905 MAE for Neural Network: 16.349013403928222 Training time for Neural Network: 1.1768581867218018 seconds Testing time for Neural Network: 0.0006840229034423828 seconds RMSE for Neural Network: 423.73949024565286 MAE for Neural Network: 338.3727962680869 Training time for Neural Network: 1.1550829410552979 seconds Testing time for Neural Network: 0.0006840229034423828 seconds RMSE for Neural Network: 0.23962207034136124 MAE for Neural Network: 0.19332443494546075 Training time for Neural Network: 0.8410568237304688 seconds Testing time for Neural Network: 0.0007739067077636719 seconds RMSE for Neural Network: 422.6069269489904 MAE for Neural Network: 336.953421656329 Training time for Neural Network: 0.9215488433837891 seconds Testing time for Neural Network: 0.0006761550903320312 seconds RMSE for Neural Network: 422.9615503145174 MAE for Neural Network: 337.3980834342403 Training time for Neural Network: 0.6051580905914307 seconds Testing time for Neural Network: 0.0006759166717529297 seconds RMSE for Neural Network: 421.663958409413 MAE for Neural Network: 335.7699919321762 Training time for Neural Network: 0.6473801136016846 seconds Testing time for Neural Network: 0.006208896636962891 seconds RMSE for Neural Network: 422.1118223927844 MAE for Neural Network: 336.33225278643164 Training time for Neural Network: 0.9132430553436279 seconds Testing time for Neural Network: 0.0006759166717529297 seconds RMSE for Neural Network: 0.3786291068815333 MAE for Neural Network: 0.30832450840332415 Training time for Neural Network: 1.3204269409179688 seconds Testing time for Neural Network: 0.001209259033203125 seconds RMSE for Neural Network: 0.6674308663142658 MAE for Neural Network: 0.5235466813065376 Training time for Neural Network: 0.5167827606201172 seconds Testing time for Neural Network: 0.0007159709930419922 seconds RMSE for Neural Network: 0.4326447038532714 MAE for Neural Network: 0.34053196841170136 Training time for Neural Network: 0.7760350704193115 seconds Testing time for Neural Network: 0.0006849765777587891 seconds RMSE for Neural Network: 422.0700823055729 MAE for Neural Network: 336.2798656447804 Training time for Neural Network: 0.5511870384216309 seconds Testing time for Neural Network: 0.0014920234680175781 seconds RMSE for Neural Network: 0.19325299978129384 MAE for Neural Network: 0.1495640857911038 Training time for Neural Network: 0.8881330490112305 seconds Testing time for Neural Network: 0.0010280609130859375 seconds RMSE for Neural Network: 422.1233373035591 MAE for Neural Network: 336.346704394339 Training time for Neural Network: 0.7550277709960938 seconds Testing time for Neural Network: 0.0015079975128173828 seconds RMSE for Neural Network: 0.4887155994817798 MAE for Neural Network: 0.38951285218946596 Training time for Neural Network: 0.7349650859832764 seconds Testing time for Neural Network: 0.0008928775787353516 seconds RMSE for Neural Network: 423.6179837668939 MAE for Neural Network: 338.22062301309614 Training time for Neural Network: 0.501492977142334 seconds Testing time for Neural Network: 0.0008101463317871094 seconds RMSE for Neural Network: 0.5508429833831602 MAE for Neural Network: 0.4487323124811516 Training time for Neural Network: 1.4268898963928223 seconds Testing time for Neural Network: 0.0007300376892089844 seconds RMSE for Neural Network: 0.5499369822132131 MAE for Neural Network: 0.4472668234293582 Training time for Neural Network: 0.6299149990081787 seconds Testing time for Neural Network: 0.00150299072265625 seconds RMSE for Neural Network: 20.398530236077693 MAE for Neural Network: 17.10948641196533 Training time for Neural Network: 0.5013651847839355 seconds Testing time for Neural Network: 0.00072479248046875 seconds RMSE for Neural Network: 422.39243802207017 MAE for Neural Network: 336.68437052953163 Training time for Neural Network: 0.5475409030914307 seconds Testing time for Neural Network: 0.0006499290466308594 seconds RMSE for Neural Network: 0.11960444911940014 MAE for Neural Network: 0.0779937879149925 Training time for Neural Network: 0.6643998622894287 seconds Testing time for Neural Network: 0.0006911754608154297 seconds RMSE for Neural Network: 0.24718549761739833 MAE for Neural Network: 0.1851606168850845 Training time for Neural Network: 0.529343843460083 seconds Testing time for Neural Network: 0.0006668567657470703 seconds RMSE for Neural Network: 421.83880796645997 MAE for Neural Network: 335.9895438361175 Training time for Neural Network: 0.5725841522216797 seconds Testing time for Neural Network: 0.0007009506225585938 seconds RMSE for Neural Network: 423.72926151558335 MAE for Neural Network: 338.35998688553605 Training time for Neural Network: 0.5188827514648438 seconds Testing time for Neural Network: 0.0006470680236816406 seconds RMSE for Neural Network: 0.1948546575382155 MAE for Neural Network: 0.15956756777600745 Training time for Neural Network: 0.6182529926300049 seconds Testing time for Neural Network: 0.0014948844909667969 seconds RMSE for Neural Network: 423.9321320485546 MAE for Neural Network: 338.614007749047 Training time for Neural Network: 0.264354944229126 seconds Testing time for Neural Network: 0.0005950927734375 seconds RMSE for Neural Network: 1.3704218362560523 MAE for Neural Network: 1.0783137820963875 Training time for Neural Network: 0.5747427940368652 seconds Testing time for Neural Network: 0.0006511211395263672 seconds RMSE for Neural Network: 422.64840126179035 MAE for Neural Network: 337.00543727035904 Training time for Neural Network: 0.4284248352050781 seconds Testing time for Neural Network: 0.0006189346313476562 seconds RMSE for Neural Network: 423.3928879122094 MAE for Neural Network: 337.9386500465422 Training time for Neural Network: 0.5282299518585205 seconds Testing time for Neural Network: 0.0006940364837646484 seconds RMSE for Neural Network: 0.2419465337517188 MAE for Neural Network: 0.19136845723523013 Training time for Neural Network: 0.4955320358276367 seconds Testing time for Neural Network: 0.001081228256225586 seconds RMSE for Neural Network: 422.932755433707 MAE for Neural Network: 337.36198552798794 Training time for Neural Network: 0.5241680145263672 seconds Testing time for Neural Network: 0.0007250308990478516 seconds RMSE for Neural Network: 422.268717180157 MAE for Neural Network: 336.5291416350358 Training time for Neural Network: 0.48927903175354004 seconds Testing time for Neural Network: 0.0006818771362304688 seconds RMSE for Neural Network: 0.48957197449270395 MAE for Neural Network: 0.40312676514614454 Training time for Neural Network: 0.39681506156921387 seconds Testing time for Neural Network: 0.001455068588256836 seconds RMSE for Neural Network: 1.0415116628311953 MAE for Neural Network: 0.847521986377426 Training time for Neural Network: 0.44568896293640137 seconds Testing time for Neural Network: 0.0006890296936035156 seconds RMSE for Neural Network: 0.3625647187858122 MAE for Neural Network: 0.2904407623491362 Training time for Neural Network: 0.41289210319519043 seconds Testing time for Neural Network: 0.0006487369537353516 seconds RMSE for Neural Network: 421.76301990783963 MAE for Neural Network: 335.89438611328313 Training time for Neural Network: 0.3886377811431885 seconds Testing time for Neural Network: 0.0005891323089599609 seconds RMSE for Neural Network: 422.7670614266001 MAE for Neural Network: 337.1542405011706 Training time for Neural Network: 0.37518787384033203 seconds Testing time for Neural Network: 0.0006642341613769531 seconds RMSE for Neural Network: 0.23776237840714062 MAE for Neural Network: 0.19505022408905398 Training time for Neural Network: 0.43338894844055176 seconds Testing time for Neural Network: 0.0006511211395263672 seconds RMSE for Neural Network: 423.76308552069275 MAE for Neural Network: 338.4023438315055 Training time for Neural Network: 0.45043015480041504 seconds Testing time for Neural Network: 0.0007610321044921875 seconds RMSE for Neural Network: 423.307149184272 MAE for Neural Network: 337.8312244466963 Training time for Neural Network: 0.7947838306427002 seconds Testing time for Neural Network: 0.0006489753723144531 seconds RMSE for Neural Network: 6.53519523169776 MAE for Neural Network: 4.998867745609653 Training time for Neural Network: 0.39847898483276367 seconds Testing time for Neural Network: 0.00067901611328125 seconds RMSE for Neural Network: 423.41435144213506 MAE for Neural Network: 337.9655406514137 Training time for Neural Network: 0.5008840560913086 seconds Testing time for Neural Network: 0.0006561279296875 seconds RMSE for Neural Network: 423.36174114592893 MAE for Neural Network: 337.8996264081259 Training time for Neural Network: 0.5275731086730957 seconds Testing time for Neural Network: 0.0006971359252929688 seconds RMSE for Neural Network: 422.19137860119395 MAE for Neural Network: 336.43209392954054 Training time for Neural Network: 0.5361690521240234 seconds Testing time for Neural Network: 0.0010602474212646484 seconds RMSE for Neural Network: 0.3207657328662758 MAE for Neural Network: 0.25943068485169024 Training time for Neural Network: 0.5866758823394775 seconds Testing time for Neural Network: 0.0006210803985595703 seconds RMSE for Neural Network: 422.3113325915986 MAE for Neural Network: 336.5826128841629 Training time for Neural Network: 0.4820699691772461 seconds Testing time for Neural Network: 0.0006537437438964844 seconds RMSE for Neural Network: 423.0578215160074 MAE for Neural Network: 337.5187609696807 Training time for Neural Network: 1.138787031173706 seconds Testing time for Neural Network: 0.001977205276489258 seconds RMSE for Neural Network: 0.33888330379243603 MAE for Neural Network: 0.2684085250861336 Training time for Neural Network: 0.5464351177215576 seconds Testing time for Neural Network: 0.0009307861328125 seconds RMSE for Neural Network: 0.513530693811369 MAE for Neural Network: 0.3804982835253523 Training time for Neural Network: 0.437175989151001 seconds Testing time for Neural Network: 0.0006480216979980469 seconds RMSE for Neural Network: 422.65954258333437 MAE for Neural Network: 337.0194098229238 Training time for Neural Network: 0.5058798789978027 seconds Testing time for Neural Network: 0.0019681453704833984 seconds RMSE for Neural Network: 423.58877953600376 MAE for Neural Network: 338.1840442857109 Training time for Neural Network: 0.6387126445770264 seconds Testing time for Neural Network: 0.0018002986907958984 seconds RMSE for Neural Network: 423.49455394057514 MAE for Neural Network: 338.0660155619982 Training time for Neural Network: 0.41285085678100586 seconds Testing time for Neural Network: 0.0005710124969482422 seconds RMSE for Neural Network: 422.2187003384924 MAE for Neural Network: 336.46637956289806 Training time for Neural Network: 0.5446951389312744 seconds Testing time for Neural Network: 0.003682851791381836 seconds RMSE for Neural Network: 4.9710040813489105 MAE for Neural Network: 3.946409668055223 Training time for Neural Network: 0.5539469718933105 seconds Testing time for Neural Network: 0.0006399154663085938 seconds RMSE for Neural Network: 424.246118790604 MAE for Neural Network: 339.0070249560174 Training time for Neural Network: 0.37400031089782715 seconds Testing time for Neural Network: 0.0005528926849365234 seconds RMSE for Neural Network: 422.59977620078246 MAE for Neural Network: 336.94445314560363 Training time for Neural Network: 0.5928840637207031 seconds Testing time for Neural Network: 0.0006670951843261719 seconds RMSE for Neural Network: 0.5948866872093306 MAE for Neural Network: 0.47253761607886374 Training time for Neural Network: 0.45097875595092773 seconds Testing time for Neural Network: 0.0010023117065429688 seconds RMSE for Neural Network: 421.9040716158937 MAE for Neural Network: 336.07147946040845 Training time for Neural Network: 0.5488200187683105 seconds Testing time for Neural Network: 0.0006380081176757812 seconds RMSE for Neural Network: 0.2285584985315515 MAE for Neural Network: 0.1811403565309648 Training time for Neural Network: 0.4738428592681885 seconds Testing time for Neural Network: 0.0006148815155029297 seconds RMSE for Neural Network: 0.3964923580959871 MAE for Neural Network: 0.3241630111337635 Training time for Neural Network: 0.5919740200042725 seconds Testing time for Neural Network: 0.0007081031799316406 seconds RMSE for Neural Network: 5.467375374332961 MAE for Neural Network: 4.199058327690969 Training time for Neural Network: 0.5211591720581055 seconds Testing time for Neural Network: 0.0006580352783203125 seconds RMSE for Neural Network: 421.937986987715 MAE for Neural Network: 336.11405582611945 Training time for Neural Network: 0.42575788497924805 seconds Testing time for Neural Network: 0.0011899471282958984 seconds RMSE for Neural Network: 423.2867629978645 MAE for Neural Network: 337.8056799253809 Training time for Neural Network: 0.49358201026916504 seconds Testing time for Neural Network: 0.0014758110046386719 seconds RMSE for Neural Network: 0.21314659760853044 MAE for Neural Network: 0.17692918851876882 Training time for Neural Network: 0.4038259983062744 seconds Testing time for Neural Network: 0.0006461143493652344 seconds RMSE for Neural Network: 422.3281364120382 MAE for Neural Network: 336.60369645311926 Training time for Neural Network: 0.45227813720703125 seconds Testing time for Neural Network: 0.0006270408630371094 seconds RMSE for Neural Network: 422.8794342427938 MAE for Neural Network: 337.295137181288 Training time for Neural Network: 0.1857748031616211 seconds Testing time for Neural Network: 0.0005381107330322266 seconds RMSE for Neural Network: 422.95416064663164 MAE for Neural Network: 337.3888197153771 Training time for Neural Network: 0.42287516593933105 seconds Testing time for Neural Network: 0.0007569789886474609 seconds RMSE for Neural Network: 0.6880427397745812 MAE for Neural Network: 0.5409296844968877 Training time for Neural Network: 0.3647501468658447 seconds Testing time for Neural Network: 0.0007343292236328125 seconds RMSE for Neural Network: 0.6922397697498713 MAE for Neural Network: 0.5428012793893654 Training time for Neural Network: 0.4231860637664795 seconds Testing time for Neural Network: 0.0007169246673583984 seconds RMSE for Neural Network: 423.6293179629904 MAE for Neural Network: 338.23481887355564 Training time for Neural Network: 0.4201819896697998 seconds Testing time for Neural Network: 0.0007097721099853516 seconds RMSE for Neural Network: 423.254794810265 MAE for Neural Network: 337.7656213863661 Training time for Neural Network: 0.43216896057128906 seconds Testing time for Neural Network: 0.0006361007690429688 seconds RMSE for Neural Network: 424.2239271658841 MAE for Neural Network: 338.9792531124638 Training time for Neural Network: 0.3429439067840576 seconds Testing time for Neural Network: 0.0006349086761474609 seconds RMSE for Neural Network: 0.3816515932756306 MAE for Neural Network: 0.2973267907278961 Training time for Neural Network: 0.420245885848999 seconds Testing time for Neural Network: 0.0014257431030273438 seconds RMSE for Neural Network: 0.5407682628016985 MAE for Neural Network: 0.4369654884056814 Training time for Neural Network: 0.19059205055236816 seconds Testing time for Neural Network: 0.0005640983581542969 seconds RMSE for Neural Network: 10.575453082978854 MAE for Neural Network: 9.311367270454669 Training time for Neural Network: 0.47548413276672363 seconds Testing time for Neural Network: 0.0006947517395019531 seconds RMSE for Neural Network: 0.44730287628284526 MAE for Neural Network: 0.37167490584065105 Training time for Neural Network: 0.4217212200164795 seconds Testing time for Neural Network: 0.0006470680236816406 seconds RMSE for Neural Network: 422.5087247892979 MAE for Neural Network: 336.8302483206003 Training time for Neural Network: 0.48207879066467285 seconds Testing time for Neural Network: 0.0015139579772949219 seconds RMSE for Neural Network: 424.4021887941576 MAE for Neural Network: 339.2023164925474 Training time for Neural Network: 0.37346911430358887 seconds Testing time for Neural Network: 0.004477977752685547 seconds RMSE for Neural Network: 0.5548136569980061 MAE for Neural Network: 0.4370322294165207 Training time for Neural Network: 0.5149250030517578 seconds Testing time for Neural Network: 0.0006680488586425781 seconds RMSE for Neural Network: 0.4350361516336881 MAE for Neural Network: 0.35230304305226084 Training time for Neural Network: 0.672065019607544 seconds Testing time for Neural Network: 0.0047397613525390625 seconds RMSE for Neural Network: 0.5786051864075843 MAE for Neural Network: 0.4556060818574235 Training time for Neural Network: 1.2628819942474365 seconds Testing time for Neural Network: 0.002529144287109375 seconds RMSE for Neural Network: 422.04466295083984 MAE for Neural Network: 336.24796086508314 Training time for Neural Network: 0.4080047607421875 seconds Testing time for Neural Network: 0.0012221336364746094 seconds RMSE for Neural Network: 424.18710568937405 MAE for Neural Network: 338.93317083721195 Training time for Neural Network: 0.831610918045044 seconds Testing time for Neural Network: 0.0023109912872314453 seconds RMSE for Neural Network: 423.16925605249986 MAE for Neural Network: 337.6584264144236 Training time for Neural Network: 0.7972471714019775 seconds Testing time for Neural Network: 0.0011649131774902344 seconds RMSE for Neural Network: 423.3942193033907 MAE for Neural Network: 337.9403181039016 Training time for Neural Network: 1.079704999923706 seconds Testing time for Neural Network: 0.0007221698760986328 seconds RMSE for Neural Network: 422.5986519603456 MAE for Neural Network: 336.94304310868307 Training time for Neural Network: 0.9562420845031738 seconds Testing time for Neural Network: 0.0012781620025634766 seconds RMSE for Neural Network: 33.461269457441816 MAE for Neural Network: 28.747885609059225 Training time for Neural Network: 0.7391128540039062 seconds Testing time for Neural Network: 0.0006792545318603516 seconds RMSE for Neural Network: 421.7953817461689 MAE for Neural Network: 335.93502009024735 Training time for Neural Network: 0.6318159103393555 seconds Testing time for Neural Network: 0.0006642341613769531 seconds RMSE for Neural Network: 422.89025130769284 MAE for Neural Network: 337.30869883790746 Training time for Neural Network: 0.6487679481506348 seconds Testing time for Neural Network: 0.0006811618804931641 seconds RMSE for Neural Network: 422.3011209208251 MAE for Neural Network: 336.5698001776509 Training time for Neural Network: 0.6276059150695801 seconds Testing time for Neural Network: 0.0019068717956542969 seconds RMSE for Neural Network: 422.05324049880966 MAE for Neural Network: 336.2587269888837 Training time for Neural Network: 0.6131010055541992 seconds Testing time for Neural Network: 0.0007061958312988281 seconds RMSE for Neural Network: 422.5331292375535 MAE for Neural Network: 336.86085994653286 Training time for Neural Network: 0.6264522075653076 seconds Testing time for Neural Network: 0.0007619857788085938 seconds RMSE for Neural Network: 422.4764341677375 MAE for Neural Network: 336.7897431450744 Training time for Neural Network: 0.7424271106719971 seconds Testing time for Neural Network: 0.0007801055908203125 seconds RMSE for Neural Network: 0.3359146826902773 MAE for Neural Network: 0.2641255242401524 Training time for Neural Network: 1.4177138805389404 seconds Testing time for Neural Network: 0.0006761550903320312 seconds RMSE for Neural Network: 423.8870507878525 MAE for Neural Network: 338.5575659858482 Training time for Neural Network: 0.7943060398101807 seconds Testing time for Neural Network: 0.0006840229034423828 seconds RMSE for Neural Network: 422.72472494661446 MAE for Neural Network: 337.10115209211216 Training time for Neural Network: 0.8321161270141602 seconds Testing time for Neural Network: 0.0006887912750244141 seconds RMSE for Neural Network: 423.88371167813034 MAE for Neural Network: 338.55338528312905 Training time for Neural Network: 1.0608062744140625 seconds Testing time for Neural Network: 0.0019130706787109375 seconds RMSE for Neural Network: 423.1222749652676 MAE for Neural Network: 337.5995456638264 Training time for Neural Network: 0.9304838180541992 seconds Testing time for Neural Network: 0.0008459091186523438 seconds RMSE for Neural Network: 422.15434375068116 MAE for Neural Network: 336.3856174217424 Training time for Neural Network: 0.8130748271942139 seconds Testing time for Neural Network: 0.004880189895629883 seconds RMSE for Neural Network: 424.24809967785194 MAE for Neural Network: 339.0095039094142 Training time for Neural Network: 1.588926076889038 seconds Testing time for Neural Network: 0.0007371902465820312 seconds RMSE for Neural Network: 422.68522179792035 MAE for Neural Network: 337.051613832356 Training time for Neural Network: 1.0040037631988525 seconds Testing time for Neural Network: 0.0014760494232177734 seconds RMSE for Neural Network: 10.769836501532167 MAE for Neural Network: 9.04849996262123 Training time for Neural Network: 0.5854277610778809 seconds Testing time for Neural Network: 0.0006501674652099609 seconds RMSE for Neural Network: 423.54239563573213 MAE for Neural Network: 338.12594482159096 Training time for Neural Network: 0.7092819213867188 seconds Testing time for Neural Network: 0.0007030963897705078 seconds RMSE for Neural Network: 0.2313749557244429 MAE for Neural Network: 0.18994526319091634 Training time for Neural Network: 0.9008090496063232 seconds Testing time for Neural Network: 0.0014901161193847656 seconds RMSE for Neural Network: 421.7530685278391 MAE for Neural Network: 335.88189065992634 Training time for Neural Network: 0.6273059844970703 seconds Testing time for Neural Network: 0.0019459724426269531 seconds RMSE for Neural Network: 423.9315402586463 MAE for Neural Network: 338.61326684981907 Training time for Neural Network: 0.563452959060669 seconds Testing time for Neural Network: 0.0006971359252929688 seconds RMSE for Neural Network: 0.49692690192641065 MAE for Neural Network: 0.3762616394278934 Training time for Neural Network: 0.8667666912078857 seconds Testing time for Neural Network: 0.003509044647216797 seconds RMSE for Neural Network: 421.8396950062667 MAE for Neural Network: 335.9906575243107 Training time for Neural Network: 1.0544190406799316 seconds Testing time for Neural Network: 0.0013797283172607422 seconds RMSE for Neural Network: 0.2921521659658204 MAE for Neural Network: 0.2239023700460203 Training time for Neural Network: 0.8815460205078125 seconds Testing time for Neural Network: 0.0007300376892089844 seconds RMSE for Neural Network: 423.48290863886433 MAE for Neural Network: 338.0514274039843 Training time for Neural Network: 0.34244728088378906 seconds Testing time for Neural Network: 0.0005857944488525391 seconds RMSE for Neural Network: 2.959379456405014 MAE for Neural Network: 2.6090438857381084 Training time for Neural Network: 0.6123812198638916 seconds Testing time for Neural Network: 0.006128787994384766 seconds RMSE for Neural Network: 422.91041641583365 MAE for Neural Network: 337.3339798681009 Training time for Neural Network: 0.7060642242431641 seconds Testing time for Neural Network: 0.0006556510925292969 seconds RMSE for Neural Network: 423.4316563664594 MAE for Neural Network: 337.98722057776365 Training time for Neural Network: 0.900907039642334 seconds Testing time for Neural Network: 0.006985902786254883 seconds RMSE for Neural Network: 0.1790554206098783 MAE for Neural Network: 0.14494690132019228 Training time for Neural Network: 0.6785061359405518 seconds Testing time for Neural Network: 0.0019099712371826172 seconds RMSE for Neural Network: 423.2467363596545 MAE for Neural Network: 337.75552327051207 Training time for Neural Network: 0.40485310554504395 seconds Testing time for Neural Network: 0.0007798671722412109 seconds RMSE for Neural Network: 0.47678708671477354 MAE for Neural Network: 0.3847671620330511 Training time for Neural Network: 0.7452399730682373 seconds Testing time for Neural Network: 0.0011568069458007812 seconds RMSE for Neural Network: 0.4418310940320397 MAE for Neural Network: 0.35709654785252626 Training time for Neural Network: 0.9019618034362793 seconds Testing time for Neural Network: 0.0007028579711914062 seconds RMSE for Neural Network: 0.4845609357730745 MAE for Neural Network: 0.38616379965472514 Training time for Neural Network: 0.7787578105926514 seconds Testing time for Neural Network: 0.0023870468139648438 seconds RMSE for Neural Network: 7.094883458408938 MAE for Neural Network: 5.918202178148701 Training time for Neural Network: 0.9162030220031738 seconds Testing time for Neural Network: 0.001566171646118164 seconds RMSE for Neural Network: 421.99669605191434 MAE for Neural Network: 336.18775280989985 Training time for Neural Network: 1.5485119819641113 seconds Testing time for Neural Network: 0.002724885940551758 seconds RMSE for Neural Network: 421.7657969176182 MAE for Neural Network: 335.897873036124 Training time for Neural Network: 0.5000720024108887 seconds Testing time for Neural Network: 0.0008461475372314453 seconds RMSE for Neural Network: 24.108759568725517 MAE for Neural Network: 20.158691980536343 Training time for Neural Network: 1.3284671306610107 seconds Testing time for Neural Network: 0.006582021713256836 seconds RMSE for Neural Network: 423.4807529029587 MAE for Neural Network: 338.0487268721705 Training time for Neural Network: 0.8868820667266846 seconds Testing time for Neural Network: 0.0006549358367919922 seconds RMSE for Neural Network: 423.77041645925044 MAE for Neural Network: 338.4115239271339 Training time for Neural Network: 0.8507421016693115 seconds Testing time for Neural Network: 0.002273082733154297 seconds RMSE for Neural Network: 422.7495125823464 MAE for Neural Network: 337.1322352568054 Training time for Neural Network: 0.9532008171081543 seconds Testing time for Neural Network: 0.0012540817260742188 seconds RMSE for Neural Network: 421.78635966040383 MAE for Neural Network: 335.9236920138472 Training time for Neural Network: 0.687889814376831 seconds Testing time for Neural Network: 0.0013129711151123047 seconds RMSE for Neural Network: 0.6335158049321211 MAE for Neural Network: 0.431322613639137 Training time for Neural Network: 0.6056399345397949 seconds Testing time for Neural Network: 0.0006041526794433594 seconds RMSE for Neural Network: 0.8132660317381434 MAE for Neural Network: 0.6455891747487297 Training time for Neural Network: 0.7175829410552979 seconds Testing time for Neural Network: 0.0009708404541015625 seconds RMSE for Neural Network: 423.202167525958 MAE for Neural Network: 337.69967168966497 Training time for Neural Network: 1.3031120300292969 seconds Testing time for Neural Network: 0.0006349086761474609 seconds RMSE for Neural Network: 0.4749473038908665 MAE for Neural Network: 0.38014236525901085 Training time for Neural Network: 1.0940659046173096 seconds Testing time for Neural Network: 0.0030641555786132812 seconds RMSE for Neural Network: 421.9270711545976 MAE for Neural Network: 336.10035262364033 Training time for Neural Network: 0.8901309967041016 seconds Testing time for Neural Network: 0.0007061958312988281 seconds RMSE for Neural Network: 0.1993869227428172 MAE for Neural Network: 0.157099528389648 Training time for Neural Network: 0.5381379127502441 seconds Testing time for Neural Network: 0.0007541179656982422 seconds RMSE for Neural Network: 0.36660958858364995 MAE for Neural Network: 0.290201417963741 Training time for Neural Network: 0.696270227432251 seconds Testing time for Neural Network: 0.0014688968658447266 seconds RMSE for Neural Network: 0.23925705746735482 MAE for Neural Network: 0.17630118990753033 Training time for Neural Network: 0.32021093368530273 seconds Testing time for Neural Network: 0.0006148815155029297 seconds RMSE for Neural Network: 424.3857439913599 MAE for Neural Network: 339.1817409055779 Training time for Neural Network: 0.48427867889404297 seconds Testing time for Neural Network: 0.00864410400390625 seconds RMSE for Neural Network: 421.9572346839025 MAE for Neural Network: 336.13821794423274 Training time for Neural Network: 0.7520380020141602 seconds Testing time for Neural Network: 0.0006539821624755859 seconds RMSE for Neural Network: 423.6238561299527 MAE for Neural Network: 338.22797806072964 Training time for Neural Network: 1.4823739528656006 seconds Testing time for Neural Network: 0.0007300376892089844 seconds RMSE for Neural Network: 0.10328338616684332 MAE for Neural Network: 0.07863734128915847 Training time for Neural Network: 1.6945672035217285 seconds Testing time for Neural Network: 0.002458810806274414 seconds RMSE for Neural Network: 422.80333596064014 MAE for Neural Network: 337.19972502966914 Training time for Neural Network: 1.6425058841705322 seconds Testing time for Neural Network: 0.0007450580596923828 seconds RMSE for Neural Network: 421.6435875068392 MAE for Neural Network: 335.74440955327316 Training time for Neural Network: 1.0300250053405762 seconds Testing time for Neural Network: 0.0007479190826416016 seconds RMSE for Neural Network: 423.067331039184 MAE for Neural Network: 337.53068046217226 Training time for Neural Network: 0.8409988880157471 seconds Testing time for Neural Network: 0.0006883144378662109 seconds RMSE for Neural Network: 0.2228480170499277 MAE for Neural Network: 0.16192780904539952 Training time for Neural Network: 0.920050859451294 seconds Testing time for Neural Network: 0.0007359981536865234 seconds RMSE for Neural Network: 0.32014132492951025 MAE for Neural Network: 0.2523317878429905 Training time for Neural Network: 1.083441972732544 seconds Testing time for Neural Network: 0.0007948875427246094 seconds RMSE for Neural Network: 422.7082102769075 MAE for Neural Network: 337.08044247055454 Training time for Neural Network: 1.2099828720092773 seconds Testing time for Neural Network: 0.0006771087646484375 seconds RMSE for Neural Network: 422.3274875187237 MAE for Neural Network: 336.6028823027459 Training time for Neural Network: 0.5409998893737793 seconds Testing time for Neural Network: 0.0009682178497314453 seconds RMSE for Neural Network: 423.4018989995662 MAE for Neural Network: 337.9499396908917 Training time for Neural Network: 0.5503590106964111 seconds Testing time for Neural Network: 0.000843048095703125 seconds RMSE for Neural Network: 422.15118723454196 MAE for Neural Network: 336.3816560756128 Training time for Neural Network: 0.7258689403533936 seconds Testing time for Neural Network: 0.0007402896881103516 seconds RMSE for Neural Network: 10.283245159178108 MAE for Neural Network: 8.65453863314074 Training time for Neural Network: 0.616239070892334 seconds Testing time for Neural Network: 0.0006577968597412109 seconds RMSE for Neural Network: 6.837140005960653 MAE for Neural Network: 5.715623669950089 Training time for Neural Network: 1.226337194442749 seconds Testing time for Neural Network: 0.0007321834564208984 seconds RMSE for Neural Network: 422.2618187696916 MAE for Neural Network: 336.52048563397506 Training time for Neural Network: 1.235339879989624 seconds Testing time for Neural Network: 0.0017871856689453125 seconds RMSE for Neural Network: 423.31003663492424 MAE for Neural Network: 337.83484245485903 Training time for Neural Network: 1.5673489570617676 seconds Testing time for Neural Network: 0.0007047653198242188 seconds RMSE for Neural Network: 423.3153789819723 MAE for Neural Network: 337.84153643874123 Training time for Neural Network: 0.6521649360656738 seconds Testing time for Neural Network: 0.0007390975952148438 seconds RMSE for Neural Network: 421.71140140413104 MAE for Neural Network: 335.82956947665383 Training time for Neural Network: 1.439789056777954 seconds Testing time for Neural Network: 0.00864100456237793 seconds RMSE for Neural Network: 0.1218093047670372 MAE for Neural Network: 0.09777160695291533 Training time for Neural Network: 0.9503641128540039 seconds Testing time for Neural Network: 0.0006678104400634766 seconds RMSE for Neural Network: 424.24450617929057 MAE for Neural Network: 339.0050068715043 Training time for Neural Network: 0.603341817855835 seconds Testing time for Neural Network: 0.0006639957427978516 seconds RMSE for Neural Network: 0.3841987573151252 MAE for Neural Network: 0.31703202363853655 Training time for Neural Network: 0.8217689990997314 seconds Testing time for Neural Network: 0.0024590492248535156 seconds RMSE for Neural Network: 0.44670406382570843 MAE for Neural Network: 0.35859483348764487 Training time for Neural Network: 0.8325481414794922 seconds Testing time for Neural Network: 0.0020537376403808594 seconds RMSE for Neural Network: 0.4244842955392932 MAE for Neural Network: 0.33890497536215386 Training time for Neural Network: 0.9655489921569824 seconds Testing time for Neural Network: 0.0006883144378662109 seconds RMSE for Neural Network: 422.33897747303166 MAE for Neural Network: 336.617298357652 Training time for Neural Network: 1.6915130615234375 seconds Testing time for Neural Network: 0.015332221984863281 seconds RMSE for Neural Network: 423.0117634122048 MAE for Neural Network: 337.4610283362238 Training time for Neural Network: 0.8917338848114014 seconds Testing time for Neural Network: 0.00202178955078125 seconds RMSE for Neural Network: 0.2427813453362619 MAE for Neural Network: 0.1908306715715629 Training time for Neural Network: 0.8132731914520264 seconds Testing time for Neural Network: 0.0007441043853759766 seconds RMSE for Neural Network: 423.6621557503988 MAE for Neural Network: 338.27594634516026 Training time for Neural Network: 0.9321925640106201 seconds Testing time for Neural Network: 0.0009131431579589844 seconds RMSE for Neural Network: 0.10928067092716695 MAE for Neural Network: 0.06188620058400053 Training time for Neural Network: 0.8783209323883057 seconds Testing time for Neural Network: 0.0014600753784179688 seconds RMSE for Neural Network: 423.07795963633805 MAE for Neural Network: 337.5440024510663 Training time for Neural Network: 1.5428948402404785 seconds Testing time for Neural Network: 0.00257110595703125 seconds RMSE for Neural Network: 421.7211756703733 MAE for Neural Network: 335.84184323791516 Training time for Neural Network: 1.063581943511963 seconds Testing time for Neural Network: 0.003450155258178711 seconds RMSE for Neural Network: 0.6655660667448021 MAE for Neural Network: 0.5213369238706279 Training time for Neural Network: 1.3095858097076416 seconds Testing time for Neural Network: 0.0006570816040039062 seconds RMSE for Neural Network: 423.29501537383544 MAE for Neural Network: 337.81602049188564 Training time for Neural Network: 0.9978129863739014 seconds Testing time for Neural Network: 0.0030050277709960938 seconds RMSE for Neural Network: 0.574712518704062 MAE for Neural Network: 0.40599856559706465 Training time for Neural Network: 0.9221189022064209 seconds Testing time for Neural Network: 0.0008289813995361328 seconds RMSE for Neural Network: 422.0544758955594 MAE for Neural Network: 336.26027758882526 Training time for Neural Network: 1.7139902114868164 seconds Testing time for Neural Network: 0.0008738040924072266 seconds RMSE for Neural Network: 421.9953519230324 MAE for Neural Network: 336.18606560249117 Training time for Neural Network: 0.7448766231536865 seconds Testing time for Neural Network: 0.0007450580596923828 seconds RMSE for Neural Network: 0.9532180840899944 MAE for Neural Network: 0.733979310262332 Training time for Neural Network: 1.1521782875061035 seconds Testing time for Neural Network: 0.0007319450378417969 seconds RMSE for Neural Network: 422.62205246240376 MAE for Neural Network: 336.9723918782862 Training time for Neural Network: 1.162674903869629 seconds Testing time for Neural Network: 0.0007779598236083984 seconds RMSE for Neural Network: 0.13320720148549123 MAE for Neural Network: 0.1041879646712805 Training time for Neural Network: 1.105813980102539 seconds Testing time for Neural Network: 0.001889944076538086 seconds RMSE for Neural Network: 422.73202285119964 MAE for Neural Network: 337.1103036166437 Training time for Neural Network: 0.8248240947723389 seconds Testing time for Neural Network: 0.0016608238220214844 seconds RMSE for Neural Network: 21.637244519934967 MAE for Neural Network: 18.009980995155917 Training time for Neural Network: 0.739738941192627 seconds Testing time for Neural Network: 0.0007200241088867188 seconds RMSE for Neural Network: 0.5547783109353285 MAE for Neural Network: 0.43987326386987013 Training time for Neural Network: 1.159595012664795 seconds Testing time for Neural Network: 0.0007200241088867188 seconds RMSE for Neural Network: 0.3904768835795199 MAE for Neural Network: 0.29807467391203124 Training time for Neural Network: 0.9021611213684082 seconds Testing time for Neural Network: 0.0035169124603271484 seconds RMSE for Neural Network: 16.92163948728822 MAE for Neural Network: 13.9270115522662 Training time for Neural Network: 0.5707571506500244 seconds Testing time for Neural Network: 0.0006468296051025391 seconds RMSE for Neural Network: 423.4081712434674 MAE for Neural Network: 337.957797862952 Training time for Neural Network: 1.2798669338226318 seconds Testing time for Neural Network: 0.0017290115356445312 seconds RMSE for Neural Network: 0.206767603392443 MAE for Neural Network: 0.14668269724186594 Training time for Neural Network: 1.0288100242614746 seconds Testing time for Neural Network: 0.015316963195800781 seconds RMSE for Neural Network: 0.31976146317640186 MAE for Neural Network: 0.2669751605545059 Training time for Neural Network: 1.1586408615112305 seconds Testing time for Neural Network: 0.0012989044189453125 seconds RMSE for Neural Network: 422.5153837805146 MAE for Neural Network: 336.8386011012307 Training time for Neural Network: 0.8906009197235107 seconds Testing time for Neural Network: 0.0010640621185302734 seconds RMSE for Neural Network: 422.8812757461068 MAE for Neural Network: 337.29744593947544 Training time for Neural Network: 1.7345621585845947 seconds Testing time for Neural Network: 0.0024039745330810547 seconds RMSE for Neural Network: 0.18881392977234135 MAE for Neural Network: 0.1474358550582194 Training time for Neural Network: 1.4735889434814453 seconds Testing time for Neural Network: 0.0008766651153564453 seconds RMSE for Neural Network: 422.8089252667397 MAE for Neural Network: 337.2067332451326 Training time for Neural Network: 0.980219841003418 seconds Testing time for Neural Network: 0.0006999969482421875 seconds RMSE for Neural Network: 0.15116939843135335 MAE for Neural Network: 0.11245704008416223 Training time for Neural Network: 0.788398265838623 seconds Testing time for Neural Network: 0.0015337467193603516 seconds RMSE for Neural Network: 0.37337724051379856 MAE for Neural Network: 0.2995191961589449 Training time for Neural Network: 1.7938721179962158 seconds Testing time for Neural Network: 0.001577138900756836 seconds RMSE for Neural Network: 421.70302713834104 MAE for Neural Network: 335.8190535962469 Training time for Neural Network: 0.7933697700500488 seconds Testing time for Neural Network: 0.0010421276092529297 seconds RMSE for Neural Network: 423.7450001251252 MAE for Neural Network: 338.3796961871101 Training time for Neural Network: 0.9717588424682617 seconds Testing time for Neural Network: 0.003587961196899414 seconds RMSE for Neural Network: 423.58950002739317 MAE for Neural Network: 338.18494672899834 Training time for Neural Network: 0.7440111637115479 seconds Testing time for Neural Network: 0.0006070137023925781 seconds RMSE for Neural Network: 421.7312889017725 MAE for Neural Network: 335.854542472465 Training time for Neural Network: 0.4366300106048584 seconds Testing time for Neural Network: 0.0032732486724853516 seconds RMSE for Neural Network: 422.02121604651205 MAE for Neural Network: 336.21853080104813 Training time for Neural Network: 0.958712100982666 seconds Testing time for Neural Network: 0.0008490085601806641 seconds RMSE for Neural Network: 0.19728662868642513 MAE for Neural Network: 0.12365326200793067 Training time for Neural Network: 0.976362943649292 seconds Testing time for Neural Network: 0.0006630420684814453 seconds RMSE for Neural Network: 422.95401619618286 MAE for Neural Network: 337.3886386307628 Training time for Neural Network: 0.8260481357574463 seconds Testing time for Neural Network: 0.0006971359252929688 seconds RMSE for Neural Network: 0.1518486943936807 MAE for Neural Network: 0.11620046534131641 Training time for Neural Network: 1.1468908786773682 seconds Testing time for Neural Network: 0.005807161331176758 seconds RMSE for Neural Network: 0.2448813425112034 MAE for Neural Network: 0.14566520934780472 Training time for Neural Network: 1.3193106651306152 seconds Testing time for Neural Network: 0.0019168853759765625 seconds RMSE for Neural Network: 0.3171973911098892 MAE for Neural Network: 0.2485486431864522 Training time for Neural Network: 1.3461251258850098 seconds Testing time for Neural Network: 0.0010728836059570312 seconds RMSE for Neural Network: 422.59149536543384 MAE for Neural Network: 336.9340671642332 Training time for Neural Network: 0.13014483451843262 seconds Testing time for Neural Network: 0.0005388259887695312 seconds RMSE for Neural Network: 1.646494137896517 MAE for Neural Network: 1.2546598024227709 Training time for Neural Network: 0.11540079116821289 seconds Testing time for Neural Network: 0.0005440711975097656 seconds RMSE for Neural Network: 15.87293192693435 MAE for Neural Network: 12.391316405632805 Training time for Neural Network: 0.06900978088378906 seconds Testing time for Neural Network: 0.0005528926849365234 seconds RMSE for Neural Network: 422.1547641883246 MAE for Neural Network: 336.3861450588275 Training time for Neural Network: 0.06281900405883789 seconds Testing time for Neural Network: 0.0005319118499755859 seconds RMSE for Neural Network: 423.4130724616879 MAE for Neural Network: 337.963938301241 Training time for Neural Network: 1.2480778694152832 seconds Testing time for Neural Network: 0.0017101764678955078 seconds RMSE for Neural Network: 0.39754134588827955 MAE for Neural Network: 0.31810253344026423 Training time for Neural Network: 2.011281967163086 seconds Testing time for Neural Network: 0.003635883331298828 seconds RMSE for Neural Network: 422.08360422569524 MAE for Neural Network: 336.29683706034456 Training time for Neural Network: 1.1749191284179688 seconds Testing time for Neural Network: 0.004004955291748047 seconds RMSE for Neural Network: 0.1464391094408952 MAE for Neural Network: 0.11149469759349977 Training time for Neural Network: 1.556082010269165 seconds Testing time for Neural Network: 0.0007469654083251953 seconds RMSE for Neural Network: 422.787813143689 MAE for Neural Network: 337.18026128980534 Training time for Neural Network: 1.488090991973877 seconds Testing time for Neural Network: 0.0015168190002441406 seconds RMSE for Neural Network: 423.5788960517711 MAE for Neural Network: 338.17166475190623 Training time for Neural Network: 1.0319788455963135 seconds Testing time for Neural Network: 0.004815101623535156 seconds RMSE for Neural Network: 0.5684461493974033 MAE for Neural Network: 0.4500118396272186 Training time for Neural Network: 1.1437289714813232 seconds Testing time for Neural Network: 0.0033829212188720703 seconds RMSE for Neural Network: 0.20203621802918925 MAE for Neural Network: 0.1619922434141831 Training time for Neural Network: 1.0564837455749512 seconds Testing time for Neural Network: 0.0010979175567626953 seconds RMSE for Neural Network: 0.9684371338093931 MAE for Neural Network: 0.7585115347026329 Training time for Neural Network: 1.0773200988769531 seconds Testing time for Neural Network: 0.0007297992706298828 seconds RMSE for Neural Network: 0.14904723403165596 MAE for Neural Network: 0.11616969163557736 Training time for Neural Network: 1.5325891971588135 seconds Testing time for Neural Network: 0.002789735794067383 seconds RMSE for Neural Network: 422.1369306205296 MAE for Neural Network: 336.3637641815188 Training time for Neural Network: 1.0787630081176758 seconds Testing time for Neural Network: 0.0006968975067138672 seconds RMSE for Neural Network: 0.8960940912082261 MAE for Neural Network: 0.728901842072338 Training time for Neural Network: 1.1701061725616455 seconds Testing time for Neural Network: 0.005154848098754883 seconds RMSE for Neural Network: 422.3475578482135 MAE for Neural Network: 336.62806371571077 Training time for Neural Network: 1.0247299671173096 seconds Testing time for Neural Network: 0.0015330314636230469 seconds RMSE for Neural Network: 424.38109575114953 MAE for Neural Network: 339.1759249881761 Training time for Neural Network: 2.0021610260009766 seconds Testing time for Neural Network: 0.0026111602783203125 seconds RMSE for Neural Network: 423.80306382411646 MAE for Neural Network: 338.45240517293803 Training time for Neural Network: 1.4384377002716064 seconds Testing time for Neural Network: 0.0010161399841308594 seconds RMSE for Neural Network: 1.8087258911978394 MAE for Neural Network: 0.9548661596422308 Training time for Neural Network: 1.8421339988708496 seconds Testing time for Neural Network: 0.0051648616790771484 seconds RMSE for Neural Network: 0.17792197492737752 MAE for Neural Network: 0.13595947602770797 Training time for Neural Network: 0.8114790916442871 seconds Testing time for Neural Network: 0.0033385753631591797 seconds RMSE for Neural Network: 423.2370289509917 MAE for Neural Network: 337.7433586851133 Training time for Neural Network: 1.032505750656128 seconds Testing time for Neural Network: 0.0015668869018554688 seconds RMSE for Neural Network: 422.0054305732247 MAE for Neural Network: 336.19871667502144 Training time for Neural Network: 0.779109001159668 seconds Testing time for Neural Network: 0.004224061965942383 seconds RMSE for Neural Network: 423.7161906811833 MAE for Neural Network: 338.3436180955854 Training time for Neural Network: 1.1421048641204834 seconds Testing time for Neural Network: 0.0029642581939697266 seconds RMSE for Neural Network: 421.6899901344135 MAE for Neural Network: 335.8026823004846 Training time for Neural Network: 0.92677903175354 seconds Testing time for Neural Network: 0.0015480518341064453 seconds RMSE for Neural Network: 0.2472898379527514 MAE for Neural Network: 0.1938400046578441 Training time for Neural Network: 1.161620855331421 seconds Testing time for Neural Network: 0.005058765411376953 seconds RMSE for Neural Network: 0.3804065067373497 MAE for Neural Network: 0.31508447983150994 Training time for Neural Network: 1.783503770828247 seconds Testing time for Neural Network: 0.0015180110931396484 seconds RMSE for Neural Network: 422.2658012720998 MAE for Neural Network: 336.5254828160967 Training time for Neural Network: 0.6246106624603271 seconds Testing time for Neural Network: 0.0006992816925048828 seconds RMSE for Neural Network: 0.14368931591365494 MAE for Neural Network: 0.1067524280537573 Optimal alpha for Lasso: 0.13833569499459486 RMSE for Lasso on test set: 0.0007098423289811875 MAE for Lasso on test set: 0.0005498645150159209 Training time for Lasso: 0.006005764007568359 seconds Testing time for Lasso: 0.0006442070007324219 seconds Optimal alpha for Ridge: 1.0022757656713566e-05 RMSE for Ridge on test set: 1.6636764835770702e-10 MAE for Ridge on test set: 1.2330074738997608e-10 Training time for Ridge: 0.006097078323364258 seconds Testing time for Ridge: 0.0004360675811767578 seconds Optimal hidden layer sizes for Neural Network: (96, 67) Optimal learning rate for Neural Network: 0.0064833264563866864 RMSE for Neural Network on test set: 0.3560055871907722 MAE for Neural Network on test set: 0.296348214103722 Training time for Neural Network: 0.799685001373291 seconds Testing time for Neural Network: 0.006699085235595703 seconds
# from sklearn.linear_model import Ridge
# import pandas as pd
# # Best hyperparameters obtained from hyperparameter tuning
# best_ridge_hyperparameters = {'alpha': 0.0001} # Replace with your actual best hyperparameters
# # Initialize and fit the Ridge Regression model with the best hyperparameters
# ridge_model = Ridge(alpha=best_ridge_hyperparameters['alpha'])
# # Training the Ridge model with your original dataset (assuming df is your original DataFrame)
# X = df.drop("Total", axis=1)
# y = df["Total"]
# ridge_model.fit(X, y)
# # Now, make predictions on the new data
# new_data = pd.DataFrame({
# 'Branch': [0],
# 'City': [2],
# 'Customer type': [0],
# 'Gender': [0],
# 'Product line': [3],
# 'Unit price': [74.69],
# 'Quantity': [7],
# 'Tax 5%': [26.1415],
# 'Payment': [2],
# 'cogs': [522.83],
# 'gross margin percentage': [4.761905],
# 'gross income': [26.1415],
# 'Rating': [9.1],
# 'Sentiment':[1]
# })
# sales_prediction = ridge_model.predict(new_data)
# # Display the predicted sales
# print("Predicted Sales:", sales_prediction)